{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from bayes_opt import BayesianOptimization\n",
    "from bayes_opt import UtilityFunction\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target Function\n",
    "\n",
    "Lets create a target 1-D function with multiple local maxima to test and visualize how the [BayesianOptimization](https://github.com/fmfn/BayesianOptimization) package works. The target function we will try to maximize is the following:\n",
    "\n",
    "$$f(x) = e^{-(x - 2)^2} + e^{-\\frac{(x - 6)^2}{10}} + \\frac{1}{x^2 + 1}, $$ its maximum is at $x = 2$ and we will restrict the interval of interest to $x \\in (-2, 10)$.\n",
    "\n",
    "Notice that, in practice, this function is unknown, the only information we have is obtained by sequentialy probing it at different points. Bayesian Optimization works by contructing a posterior distribution of functions that best fit the data observed and chosing the next probing point by balancing exploration and exploitation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def target(x):\n",
    "    return np.exp(-(x - 2)**2) + np.exp(-(x - 6)**2/10) + 1/ (x**2 + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-2, 10, 10000).reshape(-1, 1)\n",
    "y = target(x)\n",
    "\n",
    "plt.plot(x, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a BayesianOptimization Object\n",
    "\n",
    "Enter the target function to be maximized, its variable(s) and their corresponding ranges. A minimum number of 2 initial guesses is necessary to kick start the algorithms, these can either be random or user defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, random_state=27)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we will use the Upper Confidence Bound (UCB) as our utility function. It has the free parameter\n",
    "$\\kappa$ which control the balance between exploration and exploitation; we will set $\\kappa=5$ which, in this case, makes the algorithm quite bold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[0m 1       \u001b[0m | \u001b[0m 0.8198  \u001b[0m | \u001b[0m 3.109   \u001b[0m |\n",
      "| \u001b[0m 2       \u001b[0m | \u001b[0m 0.746   \u001b[0m | \u001b[0m 7.775   \u001b[0m |\n",
      "=====================================\n"
     ]
    }
   ],
   "source": [
    "optimizer.maximize(init_points=2, n_iter=0, kappa=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting and visualizing the algorithm at each step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's first define a couple functions to make plotting easier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def posterior(optimizer, x_obs, y_obs, grid):\n",
    "    optimizer._gp.fit(x_obs, y_obs)\n",
    "\n",
    "    mu, sigma = optimizer._gp.predict(grid, return_std=True)\n",
    "    return mu, sigma\n",
    "\n",
    "def plot_gp(optimizer, x, y):\n",
    "    fig = plt.figure(figsize=(16, 10))\n",
    "    steps = len(optimizer.space)\n",
    "    fig.suptitle(\n",
    "        'Gaussian Process and Utility Function After {} Steps'.format(steps),\n",
    "        fontdict={'size':30}\n",
    "    )\n",
    "    \n",
    "    gs = gridspec.GridSpec(2, 1, height_ratios=[3, 1]) \n",
    "    axis = plt.subplot(gs[0])\n",
    "    acq = plt.subplot(gs[1])\n",
    "    \n",
    "    x_obs = np.array([[res[\"params\"][\"x\"]] for res in optimizer.res])\n",
    "    y_obs = np.array([res[\"target\"] for res in optimizer.res])\n",
    "    \n",
    "    mu, sigma = posterior(optimizer, x_obs, y_obs, x)\n",
    "    axis.plot(x, y, linewidth=3, label='Target')\n",
    "    axis.plot(x_obs.flatten(), y_obs, 'D', markersize=8, label=u'Observations', color='r')\n",
    "    axis.plot(x, mu, '--', color='k', label='Prediction')\n",
    "\n",
    "    axis.fill(np.concatenate([x, x[::-1]]), \n",
    "              np.concatenate([mu - 1.9600 * sigma, (mu + 1.9600 * sigma)[::-1]]),\n",
    "        alpha=.6, fc='c', ec='None', label='95% confidence interval')\n",
    "    \n",
    "    axis.set_xlim((-2, 10))\n",
    "    axis.set_ylim((None, None))\n",
    "    axis.set_ylabel('f(x)', fontdict={'size':20})\n",
    "    axis.set_xlabel('x', fontdict={'size':20})\n",
    "    \n",
    "    utility_function = UtilityFunction(kind=\"ucb\", kappa=5, xi=0)\n",
    "    utility = utility_function.utility(x, optimizer._gp, 0)\n",
    "    acq.plot(x, utility, label='Utility Function', color='purple')\n",
    "    acq.plot(x[np.argmax(utility)], np.max(utility), '*', markersize=15, \n",
    "             label=u'Next Best Guess', markerfacecolor='gold', markeredgecolor='k', markeredgewidth=1)\n",
    "    acq.set_xlim((-2, 10))\n",
    "    acq.set_ylim((0, np.max(utility) + 0.5))\n",
    "    acq.set_ylabel('Utility', fontdict={'size':20})\n",
    "    acq.set_xlabel('x', fontdict={'size':20})\n",
    "    \n",
    "    axis.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)\n",
    "    acq.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Two random points\n",
    "\n",
    "After we probe two points at random, we can fit a Gaussian Process and start the bayesian optimization procedure. Two points should give us a uneventful posterior with the uncertainty growing as we go further from the observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After one step of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[0m 3       \u001b[0m | \u001b[0m 0.2017  \u001b[0m | \u001b[0m-2.0     \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After two steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[0m 4       \u001b[0m | \u001b[0m 0.2118  \u001b[0m | \u001b[0m 10.0    \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After three steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[95m 5       \u001b[0m | \u001b[95m 0.9898  \u001b[0m | \u001b[95m 5.327   \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After four steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[95m 6       \u001b[0m | \u001b[95m 1.024   \u001b[0m | \u001b[95m 6.141   \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After five steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[0m 7       \u001b[0m | \u001b[0m 0.9227  \u001b[0m | \u001b[0m 0.6438  \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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WL1/ebuDAgUmJiYnJjz76aPcHH3xwT3BwsJ0/f/6W++67LzohISE5JSUlecmSJaH1XXfChAkHP/jgg/Daw5Huu+++3cOGDUsaMmRIYr9+/cqqn580adKBWbNmRSUlJSVnZmbW/KM2JCTEvvjii9vGjx/fNz4+PtnhcGjGjBkN/uPzySef7NKvX7+U+Pj45ICAADtu3DhWi6jF2Op+823IkCFDbHp6uq/LANDGvPzlVj3y8fqa7RcmnaqL+nc7Ydd3uaxu+vsPWrzB/f+9zmFB+nT6qBMS/gAAALQkxpjl1tohDbXJyMjYlpaWltekE9Y1+e5xBC84OWVkZESmpaXF1rWPni8A0AQbcgr1xKdZNds3nBF7QoMXyb0M9cxxaYoMda+AlFtYrnvfXaO2GKIDAACcUEf2gCF4QTMjfAGARlRWuTTjHxmqrHKHHP17dNTvfpHok1o6hwVp5ri0mu3P1+/Vhxm7fVILAABAm1IdwHTrVkHwguZG+AIAjZi9ZIvW7HIPWQ30c+hPE9IU5O+9CXYbMzqxi64bHlOz/dDCdTpYXOGzegAAANqMSy4p1O7dawhe0NwIXwCgAVk5BfrLf2pW8tOd58WrX9cwH1bkds+Fiere0T2B/P7iip/MRQMAAACgZSF8AYB6WGv1wD/X1gw3Gtizk341qrePq3ILDfLXw5en1my/u2Knvt7ctPnkAAAAAJxYhC8AUI/3VuxS+vaDkiR/h9HMcQPk79dyfmyOSeqqiwccnvT3Dwsz5ayqe5VEAAAAAL7Tcr5FAEALkl9aqT9+cngoz82jereI4UZH+r+xyQoJdM8/s3FvkeZ9v8PHFQEAAKCan5/f4MTExOR+/fqlXHTRRX0KCwuP+Tv4Rx99FDZ69Og4SXrzzTc7/v73v4+qr21eXp7f448/3rl6e9u2bQEXXnhhn2O9No4f4QsA1OHPizYqr8g9iW23jsG645x+Pq6obl06BOvX7v8HS5KeXrRRh0qYfBcAAKAlCAoKcmVlZa3btGlTZkBAgH366ac7197vcrlUVVV11OedNGlS/mOPPZZT3/79+/f7vfLKK12qt2NjYys//fTTrUd9ITQbwhcAOMKGnELN+WZbzfb/jk1FuW2mAAAgAElEQVRW+yB/n9XTmJtH9lbP8HaSpEMllXrm802NHAEAAIATbeTIkUWbN28O2rBhQ2BsbGzqFVdcERsfH5+yZcuWwPfee6/DwIEDE5OTk5MuuuiiPvn5+Q5JWrBgQYfevXunJCcnJy1YsKBT9blmzZoVcd111/WSpOzsbP/zzjuvb0JCQnJCQkLyokWL2t91113R2dnZQYmJiclTpkyJ3rBhQ2C/fv1SJKmkpMSMGzcuNj4+PjkpKSl54cKFYdXnPP/88/uOGjWqX0xMTOrUqVOjfXGf2qqW+20CAHzkj5+sl8s9x65G9YvURan19uhsEYID/HT/L5I0de4KSdLcb7frxhGxiolo7+PKAAAAWo5hw4YlHPnclVdeeeC+++7LLSwsdIwZM+ZnXZ1/+ctf5t1xxx379+zZ43/ZZZf1rb3v+++/39DUa1dWVurf//53h/PPP79Aknbs2BH0yiuv/DhmzJhte/bs8X/ssce6LV26dGOHDh1c999/f9TDDz/c9aGHHsq5/fbbYxctWrQhJSWlfOzYsXUOG5o6dWqvUaNGFT744INbnE6n8vPz/Z5++umdY8eObZeVlbVOkjZs2BBY3f6JJ57oYozRxo0b161cuTL4F7/4Rb8tW7aslaR169aFZGRkrGvXrp0rLi4udcaMGXvj4uIqm/o6UT96vgBALV9vztPiDbmSJIeR7r84ScYYH1fVuAtSojSsd7gkyemy+vOijT6uCAAAAOXl5Y7ExMTk/v37J0dHR1dMnz49T5K6detWMWbMmGJJWrx4cfstW7YEDxs2LDExMTF5/vz5ETt27AhctWpVcHR0dHn//v3LHQ6HJk2atL+uayxbtizs7rvvzpUkf39/RURENDiOadmyZaGTJ0/eL0mDBg0q6969e8WaNWuCJWnkyJEFERERVSEhITYuLq5sy5YtQc15P05m9HwBAA+Xy+qxfx2eZHfc4GglRnXwYUVNZ4zRvRcm6KoXvpEkfZCxW1PP7ttq6gcAAPC2hnqqhIWFuRra361bN+fR9HSpVj3ny5HPh4SE1CxRaa3VyJEjCxYuXPhj7TbLli1rd7TXO16BgYG2+rGfn5+trKxs+b+FbCXo+QIAHh9k7FLm7gJJUnCAQ78972c9U1u0wTHhGpPonlfNWumpf9P7BQAAoKU7++yzi9PT00PXrl0bJEkFBQWO1atXBw0cOLBs165dgZmZmUGSNH/+/PC6jh8xYkThzJkzO0uS0+nU/v37/Tp27FhVXFxc5/f9ESNGFM2dOzdcklavXh20Z8+ewAEDBpR559WhGuELAEgqd1b9JKy4ZWQfRXUM9mFFx+au8w8HRp+v36sVOw76sBoAAAA0pnv37s7Zs2dvmzhxYp/4+PjkIUOGJK5ZsyY4JCTEPvvss9vHjh0bl5ycnBQZGems6/gXXnhhx5IlS8Li4+OTU1NTk1euXBkcFRVVNXjw4KJ+/fqlTJky5ScT595zzz37XC6XiY+PT7766qv7zp49e1u7du1sXedG8zHWtr17PGTIEJuenu7rMgC0InO+2aYHP8iUJEW0D9Tiu89WWHCAb4s6RnfMW6kPM3ZLck8Y/MbNp/m4IgAAgOZljFlurR3SUJuMjIxtaWlpeSeqJiAjIyMyLS0ttq599HwBcNIrq6zS819srtm+7ey+rTZ4kaQ7z4uXwzM698tNecrIPuTbggAAAICTHOELgJPevO93aG9BuSSpc1iQfnl6jI8rOj69I9vr0rTuNdvP1QqWAAAAAJx4hC8ATmpllVX66+ItNdvTzu6r4AA/H1bUPKaNjqt5vGjdXq3fU+DDagAAAICTG+ELgJPa3G+3K7fQ3eula4cgXTOsl48rah7xXcN0YUpUzfbz9H4BAAAAfIbwBcBJq7SiSi8u2VqzPe3suDbR66Xa7ecc7v3y8Zo92pJb5MNqAAAAgJMX4QuAk9Zb3+9QXpG710tUh2BdPbSnjytqXqk9Omp0QmdJkrXSi7WGVwEAAAA4cfx9XQAA+EKF06WXv6zV62V025jr5Ui/Hh2nLzbkSpI+WLVbd1+YoC5hwT6uCgAA4MS7dt26Zl1V4a3k5O2NtXn44Ye7zJkzp7O1Vtddd13ugw8+uE+Sfvvb33afO3duZHh4uFOS/vCHP+y6+uqr8z/77LP2t99+e0xgYKCdN2/e1v79+5fn5eX5XXbZZX2WLl26yc/Pe/9effXVV0955JFHunfu3Lly5syZO1999dWI119/PfvIdj169Oifnp6+vlu3bk6vFVOHq6++Ouaee+7ZO3jw4LL62rzxxhudkpOTyxpq0xxmzZoVkZ6e3n7OnDk7mnoM4QuAk9IHq3ZpT777Z3JkaKAmDGlbvV6qDYkN16BenbRyxyFVVLn0xjfbddf5Cb4uCwAAoM374YcfgufMmdN5xYoV64ODg11nnXVW/JVXXpmfmppaLklTp07d+9BDD+2tfcxTTz0V9cknn2zavHlz0KxZszq/9NJLO3//+993+93vfpfjzeBFkl577bXIF154YfsFF1xQJElnnnlmiVcveJTefvvtRsOu999/v5PT6cw/mvClsrJSAQEBx1dcEzDsCMBJx+WyenHJ4SE4N43s3SZ7vVS7ZWSfmsdzv92u0ooqH1YDAABwclizZk27QYMGFYWFhbkCAgI0YsSIwvnz53dq6JiAgABbXFzsKC4udgQEBNjMzMygXbt2BY4dO7awvmOWLFkSMmjQoMSEhITk/v37Jx08eNBRUlJixo0bFxsfH5+clJSUvHDhwjDJ3WPj/PPP7ztq1Kh+MTExqVOnTo2WpBkzZnRbvnx56JQpU2KnTJkS/dFHH4WNHu1ePjMnJ8dvxIgR/eLi4lKuvvrqGGttzbX/+te/hvfv3z8pMTEx+dprr41xOt2dYUJCQgb95je/6ZGQkJCclpaWmJ2d7S9J2dnZ/uedd17fhISE5ISEhORFixa1b+g8tQ0bNixh6dKlIfWdf9GiRe0///zzTg888EB0YmJicmZmZlBmZmbQqFGj+qWkpCQNHjw4YeXKlcGSdNVVV8Vee+21vQYMGJB42223Rffo0aN/Xl5ezReCmJiY1OzsbP+33nqr44ABAxKTkpKSzzjjjPjq13EsCF8AnHQ+W7dXW3KLJUlhQf765enN2gO1xbkgpauiT2knSTpYUqkFK3b6uCIAAIC2b+DAgaXff/99WE5Ojl9hYaFj0aJFHbOzswOr97/yyitd4uPjk8ePHx+bm5vrJ0n333//nsmTJ/d+4oknou6666599957b4/HH398V33XKCsrM5MmTer7zDPP7NiwYcO6JUuWbAgNDXU98cQTXYwx2rhx47q33npr66233hpbUlJiJGndunUh77///tb169dnfvjhh6ds3rw54KmnntqTmppaMmfOnK2zZ8/+yT8W77vvvu7Dhw8v2rx5c+YVV1xxaM+ePYGStGLFiuAFCxaEp6enZ2VlZa1zOBz2xRdfjJCk0tJSx/Dhw4s2bNiwbvjw4UXPPvtsZ0maOnVqr1GjRhVu2LBhXWZm5rpTTz21rKHz1Keu85933nnF55577qFHHnlkZ1ZW1rqUlJTyW265Jeavf/3rjszMzPUzZ87cedttt9Usbbpnz57AFStWZL388ss7zz///ENvvvlmJ0n673//275Hjx4VPXv2dJ533nlFq1atylq/fv26cePGHXjooYei6q+qYYQvAE4q1lq9UKvXy6TTY9Qh2PvdDH3J38+hm0b0rtl+9asf5XLZBo4AAADA8Tr11FPLpk+fnjNmzJj40aNH90tJSSmpHjp055137tu+ffua9evXr4uKiqqcNm1aT0k644wzSjMyMrK+++67jRs3bgzq2rVrpbVWF198cZ/LLrus95E9L1avXh3cpUuXyrPOOqtEksLDw10BAQFatmxZ6OTJk/dL0qBBg8q6d+9esWbNmmBJGjlyZEFERERVSEiIjYuLK9uyZUtQQ6/j22+/Dbvpppv2S9LEiRPzO3ToUCVJn376adjatWtD0tLSkhITE5O/+uqrDlu3bg2S3D14Jk6cmC9JgwcPLt6+fXugJC1btizs7rvvzpUkf39/RUREVDV0nvrUd/7a8vPzHStXrgwdP35838TExORp06bF7Nu3r+Yf/ldeeeVBf3/37bz22msPLFiwIFyS3nzzzfCrrrrqgCT9+OOPgaNGjeoXHx+fPGvWrKisrKx2DdXVEOZ8AXBS+WbrfmVkH5IkBfo7dNPIWN8WdIJMGNpTf/58owrLnPoxr1ifr9+r81OOObgHAABAE9x55515d955Z54k3X777T2io6MrJKlnz54142puv/323LFjx/arfZzL5dIjjzzS7b333tv6q1/9qtef//znnZs2bQp88sknuz777LP19oRpisDAwJrfwvn5+dnKykpzLOex1prx48fvf/75539Wj7+/v3U4HNWP5XQ6671GQ+epT1POX1VVpbCwMGdWVta6us4RGhrqqn48ZsyY4ptvvjlo9+7d/p9++mmnRx99dLck3X777b2mT5+eM2nSpPyPPvoo7KGHHure1BqPRM8XACeVF2ottzx+cPRJs/JPaJC/rj2tppelXv7qRx9WAwAAcHLYtWuXvyRt2rQp8OOPP+50yy23HJCk7du31/TAmD9/fqeEhITS2sc9//zzERdccEF+165dq0pLSx0Oh8P6+fmppKTkJ9/hBwwYULZv376AJUuWhEjSwYMHHZWVlRoxYkTR3LlzwyVp9erVQXv27AkcMGDAMa0AdPrppxe+/vrrEZL0zjvvdCgoKPCTpAsvvLDgo48+OqX6Ne7du9dv48aNP+uBUtuIESMKZ86c2VmSnE6n9u/f73cs56lPaGhoVUFBgUNy9wKKjo6uePXVV0+R3IHWN998U2fPFYfDoYsuuujQtGnTesbFxZVGRUVVSVJhYaFfr169KiWp+h4cK3q+ADhprN2Vry835UmSHEa69cw+jRzRttxwRqxe/vJHVbmsvv/xgLJyCpQY1cHXZQEAAJwQTVkaurldeumlfQ8dOuTv7+9vn3nmmR2RkZFVkjR9+vTodevWtZOk6Ojoitdee62mtsLCQsfcuXMjli5dukmS7rrrrr2/+MUv+gUEBNi33npra+3zBwcH2zfffHPLHXfc0ausrMwRHBzsWrp06cZ77rln33XXXRcTHx+f7Ofnp9mzZ29r167dMY07f/zxx3dfddVVfeLi4lKGDBlS1K1btwpJGjx4cNkDDzywa8yYMfEul0sBAQF21qxZO+Lj4yvqO9cLL7yw44YbboiJj4+PdDgceu6557afe+65xUd7nvpMmjTpwG233Rb74osvdl2wYMGWefPmbf3Vr34V88QTT3RzOp3miiuuODB8+PDS+o4966yzkmbNmrWt+rn7779/9zXXXNO3Y8eOzpEjRxbu2LGjweFQDTG1ZypuK4YMGWLT09N9XQaAFuaudzL0rmey2bEDuum5a0/1cUUn3q/fXKGP1+yRJE06rZcevaK/jysCAAA4esaY5dbaIQ21ycjI2JaWlpZ3omoCMjIyItPS0mLr2sewIwAnhbyici3M2F2z/atRJ1evl2qThx9e2em9FbuUX1rpw2oAAACAkwPhC4CTwrzvdqiiyj2n1qBenZTWs5OPK/KN03qHK6FrmCSptLJK7y5n2WkAAADA2whfALR5FU6X3vj28BDfG86I9V0xPmaM+Unvl7nfbmfZaQAA0Fa5XC7XMa3kAxwtz2fNVd9+whcAbd4na/doX2G5JKlLWJAuSu3m44p864pBPRQW5J5vfWtesb7azFBoAADQJq3Nzc3tSAADb3O5XCY3N7ejpLX1tWG1IwBt3uvLttU8/uXpMQr0P7lz5/ZB/rpqcHTNfZnzzXadGd/Zt0UBAAA0M6fTeUtOTs7LOTk5qaLjAbzLJWmt0+m8pb4GhC8A2rRV2Ye0cschSVKgn0PXDOvl44pahsnDY2rCl/9k7VX2gRL1DA/xbVEAAADNaPDgwfskXerrOgCJ9A9AG/f3Wr1exqZ1U+ewIN8V04L07RyqUf0iJUnWSvO+3+HjigAAAIC2i/AFQJu1r7BMH60+vLz0jWf09mE1Lc8vTz888e4/lu9UZVW984MBAAAAOA6ELwDarLe+26HKKvdKPoNjTlH/6I4+rqhlGZPYRV08PYFyC8v1n/X7fFwRAAAA0DYRvgBokyqcLs399vBQmpN5een6+Ps5NGFIz5pthh4BAAAA3kH4AqBN+teaPcorci8v3bVDkC5MjfJxRS3T1UN7yngWX1y6KVc7D5b4tiAAAACgDSJ8AdAmvVZrot3Jp8cowI8fd3XpGR6ikXGHJ95954dsH1cEAAAAtD0+/TZijHnVGLPPGLO2nv2TjDGrjTFrjDHLjDFpJ7pGAK3Pyh0HlZHtWV7an+WlG3Ntrfvzdnq2nEy8CwAAADQrX/8q+HVJFzaw/0dJZ1lr+0t6WNLfTkRRAFq312v1erksrbsiQlleuiHnJndVpOce7S0o1+INuT6uCAAAAGhbfBq+WGuXSjrQwP5l1tqDns1vJUWfkMIAtFp7C8r08eo9NdvXM9FuowL8HBo3+PCPVybeBQAAAJqXr3u+HI2bJX1S305jzK3GmHRjTHpuLr+1BU5Wb367XU6Xe3npYbHhSu3B8tJNMXHo4VWPvtiwT3vyS31YDQAAANC2tIrwxRgzWu7w5d762lhr/2atHWKtHdK5c+cTVxyAFqPcWaU3v6u1vPSIWN8V08rERrbXiLgISZLLSm8z8S4AAADQbFp8+GKMGSDpZUmXWWv3+7oeAC3XRxl7tL+4QpLUrWOwzk/u6uOKWpeJQw9PvPuP9J1yeXoQAQAAADg+LTp8Mcb0kvSepMnW2o2+rgdAy2Wt/clEu5OHx8if5aWPyvkpXdUpJECStOtQqb7dSt4NAAAANAdfLzU9T9I3khKMMTuNMTcbY6YaY6Z6mjwoKULSX40xq4wx6T4rFkCLtmLHQa3ZlS9JCvJ3/KQXB5omyN9Plw/sUbP9TjpDjwAAAIDm4O/Li1trr2lk/y2SbjlB5QBoxV77elvN48sH9lB4+0DfFdOKjRscXdOD6JO1OXqorFIdggN8WxQAAADQytEnH0Crtye/VJ+szanZZnnpY5fao6OSunWQJJU7XfooY08jRwAAAABoDOELgFbvzW93qMozOexpvcOV3L2Djytq3cYPjq55/I/lDD0CAAAAjhfhC4BWrayySm99f3h56RtZXvq4XT6ohwL8jCRp5Y5D2ryv0McVAQAAAK0b4QuAVm1hxm4d8Cwv3aNTO52bxPLSxyu8faDGJB6+j/9YvtOH1QAAAACtH+ELgFaL5aW9Z8LQw0OP3luxS84qlw+rAQAAAFo3vqUAaLXStx9U5u4CSVJwgEMTh/b0cUVtx5n9OqtLWJAkKbewXEs35fq4IgAAAKD1InwB0Gq9Xmt56SsG9VCnEJaXbi7+fg5dcWqPmu13fmDoEQAAAHCsCF8AtEq7D5Xq00yWl/am8YMP9yT6T9bemrl1AAAAABwdwhcArdIb326vWV56eJ8IJUaxvHRzi+sSqkG9OkmSKqus3l+5y8cVAQAAAK0T4QuAVqesskrzWF76hKjd+4VVjwAAAIBjQ/gCoNX5YNUuHSqplCRFn9JOY1he2mvGpnVTcID7fxXr9xRo7a58H1cEAAAAtD6ELwBaFWutXqs10e71w2Pl5zC+K6iN6xAcoItSu9VsL6D3CwAAAHDUCF8AtCrf/XhAWTmFkqR2AX6aMITlpb1t3ODomscfrNqlCqfLh9UAAAAArQ/hC4BW5bWvf6x5fMWpPdQxJMCH1ZwchveJUI9O7SRJB0sq9d+svT6uCAAAAGhdCF8AtBrZB0q0aN3hL/43srz0CeFwGF11ao+abYYeAQAAAEeH8AVAq/H3ZdvkWV1ao/pFql/XMN8WdBK5qtbQoy825Cq3sNyH1QAAAACtC+ELgFahuNypt9Oza7ZZXvrEiolor2G9wyVJVS6r91fu8nFFAAAAQOtB+AKgVXh3xU4VljklSb0j2+vs+C4+rujkU3vi3QXLd8pa68NqAAAAgNaD8AVAi+dyWb1ea3npG86IlYPlpU+4X/TvpnYBfpKkDXsLtXZXgY8rAgAAAFoHwhcALd6SjbnamlcsSQoL8v/J/CM4cUKD/HVR/6ia7QXLsxtoDQAAAKAa4QuAFu/VWstLTxjaU6FB/j6s5uQ2fnDPmscfZOxWubPKh9UAAAAArQPhC4AWbfO+Qn25KU+SZIx0/fBY3xZ0kjutd7iiT2knSTpUUqn/rN/n44oAAACAlo/wBUCL9lqtuV7OS+qqXhEhvisGcjiMrjr1pxPvAgAAAGgY4QuAFutQSYXeXXH4y/2NI3r7sBpUq73q0eIN+7SvoMyH1QAAAAAtH+ELgBZr3vfZKqt0SZISo8J0ep9wH1cESeoZHlLzXris9M+Vu3xcEQAAANCyEb4AaJEqnC69vuzwRLs3jegtY1heuqUYV2vi3QXLd8pa68NqAAAAgJaN8AVAi/TBql3aW1AuSeocFqTLBnX3cUWo7aLUKIUE+kmSNu0r0uqd+T6uCAAAAGi5CF8AtDjWWr305daa7RvOiFWQv58PK8KR2gf56+L+3Wq2/7E824fVAAAAAC0b4QuAFmfxhlxt3FskSQoJ9NMvT4vxcUWoS+2Jdz9ctVtllVU+rAYAAABouQhfALQ4s5duqXk8cWgvdQwJ8GE1qM/Q2HD1Cncv/V1Q5tTn6/f6uCIAAACgZSJ8AdCirN55SN9uPSBJ8nMY3TQy1rcFoV4Oh9FVpx7u/bJg+c4GWgMAAAAnL8IXAC3K7KWH53oZO6Cbok8J8WE1aMxVg3vUPF66MVc5+WU+rAYAAABomQhfALQYO/aX6JM1e2q2bz2zjw+rQVNEnxKiM/pGSJJcVvrnyl0+rggAAABoeQhfALQYL325VS7rfjwyLlIp3Tv6tiA0Se2Jdxcsz5a11ofVAAAAAC2Pv68LAFoDa612HizVyuxD2nWwVEXllfJ3ONQ5LEh9O4cqrWdHhQTy1+l47C0o09vph5crnnIWvV5aiwtTo/TgB5kqKndqS26xVmYf0qm9TvF1WQAAAECLwbdFoAF7C8r09g/ZenfFTm3fX1Jvu0B/h4b3idC4wdG6ICVKgf50Kjtaf1u6VRVOlyQprWcnjYyL9HFFaKqQQH9d3L9bTXi2YPlOwhcAAACgFsIXoA75JZV6fvFmvb5sW00g0JAKp0tLNuZqycZcdQkL0q9Hx+na03opwI8Qpin2F5Xrze+212zfcU6cjDE+rAhHa9yQ6JrwZWHGbj04NlnBAX4+rgoAAABoGQhfgCMs2ZirexZkaG9B+U+ebx/op8Gx4YrrHKpOIQGqrHJp18FSrdmVr037imra7Sss1/99mKnXl23To5en6gx6cDTq5a9+VFmlO+RK7tZB5yR2Oe5zWmtV7nKpwlpVWqsqzzwkfsbI3xgFGaMgh4OQp5kMiTlFsREh2ra/RIVlTn22bq8uTevu67IAeNsXX0g33ii99po0erSvqwEAoMUifAE8XC6rmZ9t0AuLt/zk+bTojrp5VB9dkNJVQf51/yZ/58ESvbt8l978brv2FbpDmx/zinXty9/puuExuu+iROaEqcehkgrNWbatZvs3Tez1Yq1VXmWldldUaG9FhXIrK7W/slKHnE4VOJ0qdrnkamTiVyMpxM9PHfz81MnfX+EBAYoMCFCXgABFBQYqKjBQ/g56LzWFMUbjBkfrqc82SpL+kZ5N+AK0dV98IY0dK5WUuP/70UcEMAAA1MO0xVUphgwZYtPT031dBlqR0ooq3fn2Kn2amVPzXGRooP7vkhSNHdCtyb0jyiqr9Pdl2/TcF5tVWOaseT4xKkyzJw9WTET7Zq+9tfvzoo36y382SZLiuoTqs/85Uw7Hz+93cVWVNpWUaEtZmX4sLdWO8nKVuxofEnY8HMYoKjBQMUFBig0OVt927RQdFERvmXrsOlSqkU/8V9ZKxkjL7jtH3Tq283VZwEnF6XLpoNOpg54guqiqSqWeXoBOa2WtlaO6B6DDoXYOh0L9/NTR31+d/P11ir+/HE35GVc7eKkWEkIAA+CEMcYst9YO8XUdQFMRvuCkV1ZZpZv//oO+3ry/5rmzEzrr6fFpiggNOqZz7iso0+/eW6P/ZO2rea5DsL/+cs0gjU44/iE1bUV+aaVGPfFfFXiCqmeuHqjLB/WQJLms1dbSUq0pLlZmcbF2lperJfy0audwqF9IiJJCQpTSvr26Bgb6uqQW5Zcvf6evNudJku6+IEG/Hh3n44qAtmt/ZaW2lZVpR1mZdpaXK6eiQvsrK3/2s9K6rCorXKqsqJKz3OV+XF4ll8vKutz7XS4rayV/P6MOAf4KDwpQ56BAdQ8JUr+O7RXToZ1OCQlUh3YB8luy+OfBSzUCGAAnCOELWhvCF5zUyiqr9Ks56fpyU17NczeN6K37L06SXx29L46GtVZv/5CtBz/MrJm012GkP17ZX1cP7XVc524rnv5sg57972ZJUmxEiBbdeaa2lJcpvbBQq4qKVFhV5eMKGxcZEKC00FANCg1VXLt2J32vmA9W7dL0+askSX0i2+s/d5110t8ToLkcrKzUupISrS8u1qbSUh1yuoNra60qyqpUfKhCxfmVKimsVFmxs+ZPeYlTdf1zr6qsSK7SQllnuayzUraqQo6gUAV2jpEkle1Y427o8JPxC5AjuL1Oz9upuQufULvK8p+fsFoDAYz1zMFV5XksqaYnTpN63ACAB+ELWhsmocBJy+WymvGPjJ8EL835m3pjjCYO66Wkbh00de5y7ckvk8tK9767RrmF5fr16JN7RZ+8onK98tWPNdsjTovSA9u31XyZaC3yKv8/e/cdX1V9/3H8dXdys3duJhD2JmyQDYqAUhWhbtzb1lzdYSQAACAASURBVA611ra/2lq1WltttY4KbloVFUURmQFkz7BXyM5NcpO79zi/P25I2CSQdZPv8/HIQxPuPfcbcrm5530+38/HyyqjkVVGI9FKJUMjIxkRHU238M653ebKvqlEaZRY3T4KDHZ2FhsZmh3f1ssShJBV5nazsy6QLnW7kQISdrMHs8GN2eDGWuvGbvbgdZ+9DdNVlI+3thSfpQqfuRq/1YA6uSvx0x4AoPw/DxCwm067j7b3OJJmPwlA1eJnkTzO0/48UiYnXAogAX2BRCDjlI9xQK7DgWv6DF599jUqpo4jLEaFh2ATdN8FLvrJZTLUMhnhcjlahYLIup5cMXU9uRKUSpLUapJVKlSiH5cgCIIQYkT4InRa/1h5hKX5FfWfPz61Z4tskRiUGcvXj1zB/IVb2V9uAeDlH45gdnp5ekafThvAvL7mGA5PsLIlMk5NdbIMWYgFL2ey+HysMZlYYzKRrFYzOjqa0dHRxKlUbb20VhOuVjBrkI5FW4Njpz/fUSrCF0FoIqPXy2aLhS0WC6UOF6YqF7UVToxVTiwGN35fMMCQAn68NSV4qwvxGErwGoqQKTUkXfvr4HHWLsCjPwZyBcroJFSxSYTFRhOvC0ellqO88UFkclBowlFo1MhVGtTRCYTpogj4JbSPvYjP5cXn9uFxOPn1F38j12kFwA0MBcqA7cBXgAv4HZALOD0u3nv6QYrfG0NYWg/ievdFN3gAyTmJxCaHo1SdHZ4EJAmXJOGq61tzPjKCVYcZGg2ZYWFkazR0DQ8nQiHG2wuCIAjtl9h2JHRKX+8p57FFu+o/v310Ns/O7t+ij2l1ebn/wx1sPN7QW+a+8d34zdW9O1UA4w4E+Kq4kt+8vYtAIPj6M2SKjuSsjtmMWC6T0T8iggkxMfSLiOgUP+sdRbXc8O9NAERplGz97VTC1eKkSBAuJCBJ5NtsrDWa2FRYg6HcQW2FE1O1K9iXRZLwGcvx1pSg7TEKgKovn8N5JPhvDZkcTVI60d37MfCx3xMWocRbU0pEfCSx2TpUmsaFwFqFAp1aXf+RqlaTrFaTqFIhX7sWadYsZOfo9SIBJ3+7JQKHFWomp3Sj0laL39LQ/yxh1i+JGjCJqKgAkVFeMgd1IyYxDNllbvWVAalqdX1Prt5aLVoRxghChya2HQmhRoQvQqdTUG1j1j831FddjO+ZxII7hqFUtHwJs9vn57FFu1i+v7L+a/dP6MZT0zt+AOP0+1llNLLaZGLLugrKjgSrgGKSNIycmdHhv3+AZLWaibGxjI2OJqwDnxRIksSUv+VRYLADpzdSFgThdA6/nxVVtXy6r5QThVaqS+31W4h85iqcx7fhKtmHq2Rv/Rahbk9+RnxmIr6yXSixkzqoH8l9clBqGt8kXlU3zS1DoyG97iNNrSb2YpV655pydAZ/WDiLnn2Dj2N7cKLCit1Qi0d/DLf+KBG9rkCVkIH9wFoM37yMMiYFbddBpI4cQ4/pE0ntkYxCefm/j+UyGV3Dwup7ciWL5uiC0OGI8EUINSJ8EToVt8/P9W9srN/+0zUxgiWPjCU6rPW2hXh8AR75ZCc/HGgIYB6Z1J1fXdWr1dbQmtyBAKuMRlYYjTj8fmwmDxu/Kq5v/jjsqjQS0rRtu8hWFi6XMz42lilxccQoO+buz9fXHOOl5YcBuKJ7Ih/dM7KNVyQI7Uupzck/t59gzb5KqssdSAHwWQ04C3ag7T4CRUQc1l3fUfvDGyhjEonrMwTdiOFkjcolZWBvFE147YhTKknXaMisC1kyNBpS1OpLb3B7oQDmjGa7Dr+fb0qr+OZoJcVlNmornNhMHnzmKhxHN+Mqzsddso+AywZyJZkPLyC1dybJmRpSu8U2SxADkKHRMCI6mhFRUZ1qK6ggdGQifBFCTZuGLzKZbAEwC6iSJOmsPR+y4KXwV4EZgAOYL0nSzosdV4Qvwvk8+80BFvwYbPKqVsj54qEx9E+PafV1eHwBHvp4JysPNgQwv5vVl7uv6Nrqa2kpAUlivdnM0poaLKfs3d+xohxDafANe7wunOHTO29FhFImY3R0NNPj40nsYFdlK8xOxrywGkkCmQw2PDmZ9NjO2YRY6ETWrIE774SFC8856cfl9fPN/gre21HEwQIzfq8Pd9lBnMe34yzYjre6EICU635NzsxZREV5iQj3ktCjS6OqA1UyGWl14crJj3SNpmV6oZwrgLnAlKOAJLHNamV5bS0FRju1eic15Q6qSxy4HR7c5Ydwlx4kZtQcAKqXvIjfUknqFdPoN+da0vtnXfbWJAhuT+oTEcG4mBgGRUai6ARVl4LQUYnwRQg1bR2+jAdswAfnCV9mAI8SDF9GAq9KknTRy6cifBHOZeuJWua+tan+8/+7pi/zx7Zd2OHxBXjgox2sPtSwF/6VuYO4PjejzdbUXPbb7XxWVUWFx3Pa1w1lDnb8UF7/+ehrM4lOaHyZfEcll8kYFR3NzA4Wwtz27pb6aWK/urInj0zu0cYrEoQWdGoYcUYIcaDcwvtbClmyqxyHzU7AaUEZk4zPYqDs3/NBriCiS39SR46l+/TJZA7vi/wC03zkMhlJKhVpanX9lqF0jYZklap1t3Be4Hs+H0mSyLfbWVpTQ7HLhSRJmKtdVBXbqSq2Yzd7AbDu+g7bnuV4Ko8DMsK7DqTbNXPIvf0nhEc2T+VKjFLJ+JgYJsTGEtVBqxAFoSMT4YsQatp825FMJusCLD1P+PIWsFaSpEV1nx8GJkqSVHHmbU8lwhfhTC6vn6tfXc+Juh4Uk3olsWD+8DbvM+L0+Lnt3S1sLzICoJDLeOf2oUzundKm67pUNV4v/6uqYo/NdtafBQISm5aUYDMFA5n0HlH0vyI0v8+WIpfJGBsdzcyEhA5RFn9qY+suCVrW/Gpim/+bE4QWcY4qEEmrZfVL7/J3fwb5BeU4jm3FcWQjroIdhHUZQvINvyMyTo3asp8e00YRq4s767AnQ5b6Brh1fVlS1er2M2r5ItU+F7LHZuNrg4FSt7v+azaTB/0JK+XHbTitXrw1JdgPrMN+cC3aXmOJmzifRJ2GKHU13ScMQd4M1TAnqxCvjI8XvWEEIYSI8EUINe09fFkKvCBJ0oa6z1cBT0qSdFayIpPJ7gPuA8jKyhpaVFTUkssWQszzyw7yVl4BEJy+8sMvxqOLaR9bIMwOL/Pe3sQhfXB8Z5hKzkd3j2RYl9AZzxuQJFYYjSytqcETCJzzNiWHzBzYVA2AQilj3A3ZaLTiSuO5qGQyJsbGcnVCQkiPTnV5/Qx/biVWV3Db2WcPjGZ4CD2vBaFRLtD/xKHUMLhrLkcLtoHfhyIynqh+V9B12lX0mXkFkXHByr8ohYJktZoUtZoUlYrUuv9PVqs7/LYYqW470hKDAYPXe9rXzQY3Fcet6E/YcDt94PchU6pwHt9G1ed/RJPWg27X3MCwu28kPPryJ+bJZTKGRUUxKyGBFBHCCEK7J8IXIdR0mPDlVKLyRTjVvjIz1/5rA3VTjfnLdQO4eWRW2y7qDJUWFzf8eyOlRicA0WFKPntgDL1So9p4ZRdX4nLxvl5PySlXLs/kcfvZsLiofoJH99x4cgaJk/CL0SoUXB0fz+TYWJTt5Sp3Ez395V4+2VIMwLxhmbw4Z2Abr0gQmtEZwYsPWAV8CrwOhAH/lCt5vecoNLNvYsKs8QzJCZ7YJ6lUJKvVJKtUhIdwyNpcfIEAeWYz39bUYPf7T/uzgF+iqthO6REzNeVOAi4btv1rsO3+Hq+hCLk2moxp1zP2Vw8RlRR92WuRy2SMjIrimsREEjpAFaIgdFQifBFCTXsPX8S2I+GySJLEjW9uqt/WM7pbAp/cO7Jdbn0oNNiZ8+ZGDLbgtpyUaA2LHxxDRlz7nATklyS+ralhWW0tgYu8juz/sYrSutHSYRFKrrg+q9kmWHQGiSoVNyQlkRvV/sO4M+0qNnLdGxsBiNQo2frbKWjVouJJ6ADWrEGqC152Ah8Bi4BKIJZgCJNbd9NAuBb5txfvhyIEpyMtralhrcmE/xy/W+wWD2VHLJQdteJ2+nCX7MOy7Uu81UWk3f82uq4xpOcoScxKvOy1KGUyJsfFMSM+XgRkgtAOifBFCDXtPXyZCTxCQ8Pd1yRJGnGxY4rwRThpye4yfvbf3QAo5TKWPz6enKTINl7V+e0rM/PTtzdjcwe3aXRLiuDzB8YQH9G+yp/L3W4WVFRcsNrlJGOlk63fldV/PmRyKsnZ7fdn0J711GqZl5RERlhYWy+l0SRJYuoreRyvDvZbevnGQcwZGvpNpYWOzxsIYPL56j+MJz+8XqrdHu4bOZoUQyU7gGGAmuD4xlsJvmk5q5V4djYUFrbq9xDK9G43n1ZXs99uP+ef+30BKgqsFO4zYTd7CXicyNXhSD4PZW/dQ3SPAYz8+SNkjRxw2WuJUij4SWIiY2Ni2uXFG0HorET4IoSatp52tAiYCCQSvFj0B0AFIEnSm3Wjpv8FTCc4avrOi205AhG+CEEOj4/JL+eht7gAuG98N56e0aeNV3VxG48bmL9gGx5/cIvOoIwYPrl3FBGa9lEtsMZoZHF1Nd5GvHac2WQ3OSuCIVN0Lb3EDk0ukzE+JobZiYloQ+RK7Ft5x3l+2SEAcrNi+eKhsW28IqEzkyQJm99fH6iYzvNx5tYXAJ/HR/7i1RxevBidx8Ougp2E+9wsAq4Gzm6ZW6eRk4CEs+22Wvm0upqaU/rBnEqSJAxlDor2m4JbkjwuLJs/w7LjaySPk9hB4xjx80foMnrQZa+lS1gYt6SkkBVCAbggdGQifBFCTZtXvrQEEb4IAC8vP8y/1hwDIDFSw5pfTSAqLDT2bn+3t4KHP9nJyX+e43ok8u4dw1G34VYdu9/Pe3o9+eeYZHQ+BflGju6oAYJNdsdel9VsI0I7uyiFghuSkhgdE9PWS7kog83N6OdX4fUHn9Df/3wcvVMvvy+DIJyL3e+n1uul1uej1uvFWPffU8MWXxPf+1jL9Wz7zyIKv1uCz6RHHhZJ5JAZzMgezILFfyTce4EqQBG8XDZPIMB3NTX8YDSecyvSSZYaNwV7aqkssuN3WrFuX4Jl+9dIHgd9n3qbwbNH1jc5vlRymYzJsbHMTkxEHaK9uAShoxDhixBqRPgidEh6s4sJL63B7QtWj7w0ZyA3Dsts41U1zUebi3jmq331n88enMbf5w5ulrGaTVXgdPJ2eTlGn6/R97HWutn0TQlS3fCjXsMT6NL/vNeFhUvUIzycW1JS0Gku74SipT3yyU6W5gfbdd0+OptnZ5+101QQGsUdCFDt8VDt9WLweqk5+V+fjxqvF/d5Jq41lRQIIEmgP2Fjw7PPYtq6lLDsgUQOvAptz9HEREfw8IQcbnedIPz62eecdiSCl+ZV4XbzcWUlR53OC97OWuumYI8RfaENv8uG49B6IgdNRyaXEWbdzYBrxhDfJe2y1pKoUnFHaio9te2zL5sgdAYifBFCjQhfhA7pN1/sZdHW4ISVAekxLHl4bJuEFpfr7yuO8Oqqo/Wf3zW2K7+b1adV95yvqttmdKGrjWcK+CU2Ly3BWhvcbhSdqGHkzIyQ/BmEAqVMxlXx8cyIj2+3U5E2Hjdw8ztbgOC49y2i8a5wAb5AgCqvl0qPB73HU///1V4vliaEwJfCbbFwePFi9n74CcnX/oJATA98liokvx9VnI7ICBUPTejGnaO6Eq6u2/p3rnHTInhpEZIkscFs5guDAcc5toadymZ0c3yPEf2JYMVmwOOk9I35EPCROeOnjHviISISLr16UAZMiovj+sREVO30tVcQOjIRvgihRoQvQodTUG1j2t/X4a+bLf3h3SMY1yOpjVd1aSRJ4pmv9vFx3ahegCem9+Khid1b/LE9gQAf6PVss1qbfN+jO2ooyA9OmJIrZIy+NpPI2PbVNLgjSlGruS0lhR7t8EqsJElM+VseBYZg88wXbxjAvOHta+S70Pp8gQB6j4cyj4cKt5tyj4cKjweD13vRKWrNrebQIfZ//DFHv/kGv8uFJr0PsRPvJCyjLwBqjZwbr8jmdxN7EaY6R7+lUwMYEby0OLPPx6LKSnY1YiuspcbNkR011JQ58BorMK37AMeh9Si0MfSe/xCjHrwFherSw2CdWs3dOh2ZoheMILQqEb4IoUaEL0KH8/AnO/m2bnvDmJwEPr6nfY6Wbix/QOLRRTv5bq++/mt/vWEgc4e33DaqGq+XN8rKKG3ENKMz1VY42La8HOpeWnqNSKRLv9hmXqFwPjJgfGws1ycmEtbOGvL+Z30Bf/72IBBsJL3kkSvaeEVCa7L7/ZS4XBS73ZS63ZS43eg9nlYPWc7F7/Hw0bjxeB1OtH0mEJU7E3VKDhDsV5U7OImXr+pPdlT4hQ+0Zg3ceScsXCiCl1ay02rlk8pKrBepggGoKXdwZHsNlho37oojGFe/i7vsIN1//m8Gzx5BfOpFfr4XoJTJuD4piSlxYnutILQWEb4IoUaEL0KHsrfUzDX/2lD/+VcPj2VwZuif+Lt9fuYv2MamgmDzWrkM3rptGNP6pjT7Yx11OHizvBxbI97Insnt8LHx6xI8zuB941LDGT49LaTDr1AVr1Jxa0oK/SIi2nop9Yx2DyOfX4WnrhfT0kevoH96+28YLDSdOxCgyOWisO6jyOXCcJ5pNW3BWVPDgUWLKNu8mRkL3qPwgIWD365HEZeFIjwKAJkcsnvH8uDEHOZmpojXsXbM7vezqLKyUZWakiShP2Hj6I4aHFYvHv1RNLqeAMjL1zH01quJz770qXwDIyO5MzU1ZKbRCUIoE+GLEGpE+CJ0KPMXbmXt4WoApvdL5c3bhrbxipqP1eVl3lubOVBhAUCtlPPWbUOZ1Cu52R7jR7OZjysrm9Tf5aRAQGL78jKM+uBob3WYgtHXZhIWIfp6tKWxMTHMTUpqN1UwP//vLr7aXQ7ATSOyeP76AW28IqE5GDwejjmdHHe5KHA6KW8nFS1nqj16lL3vv8+xr7/G7/GQPGwMUVN+ho/TQ8rkrAjGjNHxeO9sssVWkpCxy2rl40ZWwfh9AQr3mSjINxLwS/gsBsrevgeZUk2Pmx/gil/chfIStyIlqFTcn5YmnjuC0MJE+CKEGhG+CB3GnhITs1//EQhWhvzw+Hi6J0e18aqaV5XVxZx/b6K4NtjUUa2Q8+9bc5nS5/IqYCRJ4kuDgeW1tZd8jIObqyk+aK7/fNhVaSSktb/eI51RnFLJHamp9GkHVTBbT9Qy961NAESoFWz57VQiNSKgCzUVbjeHHQ6OOp0cczoxtXAT3OZQvnUrS2+/HUVYGN1mXIOq9wzs/tP7gUXGqek9MpFZvVK5KSUFjWiiGnJsPh8fV1Wxs5H9ypw2L0e216A/YcNbU0rtyrdwFe4iPKsP4//8J7JHXNpkNqVMxs0pKYyNEdV9gtBSRPgihBoRvggdxr0fbGfFgUoArh2Uxms3DWnjFbWMkloHN72zmVJjcNSmSiHj9ZtzubJf6iUdzxcIsFCvZ/slNNY9qeiAiUNbDPWf5wyJp/vg+Es+ntAyJsTGckNSUpueUEqSxLS/r+NYVbBJ5nPX9eeWkdltth6hcQweDwcdDg45HBx2OBpVWdDWfG43x775BikQoM/cuQR8PvZ+8CGqnPGUFkpIp0ykVocp6J4bT/desdyiS2VkdHTbLVxoFlssFv5bVXXRiUgn1eqdHNxcjbXWjf3AWoyr3gFJYtSri+k9OgOl+tJeNyfGxjIvORm52LYmCM1OhC9CqBHhi9AhHKywcPWr6+s/X/7z8fRK7VhVL6cqNQYDmJLaYACjlMv465yBXJ+b0aTjOPx+3igr46jTeclrqSyysXu1noDXhd9uIjbaTUYXkCuVZE2YAMDBTz/FXFSE5PdD3WtOZFoaA+64A4BDn3+Ox2JBGR6OMiwMdXQ0UenpJPTuDQRP2EW/heaRpFJxp05HTvilN5a8XAt/PMEfvzkAQF9dNN8+doX4+bYz7kCAQw4HB+x29tvtVLejfi0X4zAYOLBoEQcWLcJVW0vG2LHMePddDGUODm6qxmE95XuRQVafGLoPiScnOoJ7dTqS1WIyW0dh9Hp5T6/n0KkjwC8gEJAo2m/i+O5aPBYTnsrjhHfNRR0uJz3ZSM/Jl7aVubdWy/1paaIPjCA0MxG+CKFGhC9Ch/DIJztZWjfh6Kp+Kbx1W8d/HS43Obnpnc0U1TS8qfz1Vb14aGLO6Sey55m+YfR6ebW0lAqPp1GPF/D7sRQVYTpxAktxMV67nazZd7JrdQWVn/8Z59HNp90+pksX5n3/PQDf3HYbVfn5yE++8ZTJSOzXj2s++ACAz665BuPRo6fdP33MGGYuWADApzNm4LXbiUhNJSo9ncj0dFKHDCF78mQApEAAmdge0GhymYyr4uK4JjERRRuEHmaHlxF/WYm7rvHu4gdHMzRbVEq1tSqPh3ybjb12O8ecTnwh+P5g/yefsPmFF/B7PGRNnMjA+fOJHziUw9tq0BecPpI4OlFDvzHJRCdomBQby5ykJJTidaTDkSSJ1SYTX1ZX423kc9ph9XJwUzWGsuDvV/uBPAzfvETq5BuY+pen0cY2fQtnslrNo+npItwThGYkwhch1IjwRQh5x6psTPt73smCik41QUVvdnH7gi0cqWw4qbhpRCZ/vLY/aqU8GLzMmgUOB2i1sHQpTJpEhdvNq6WlGM/Tp8Hv8VBz+DDJA4LNULe9+ir5CxbgP2X0tCY2ntQH3gdJhm3/GuRuIz3GdiVal0x4fDyauDiiM4KVOBerXAn4fPhcLnxOJz6nE7fFglyprK982fH661hLS7FVVGArL8dWUUH3a65h4l/+ghQI8MHo0WiTkojNySEuJ4fYbt1IHjy4/vGFc8sKC+Ou1FR0Gk2rP/aTn+fzv+0lAFwzKI1/dtBtgu2ZJEkUuFzsttnYY7NR2cggtj2RJInSDRuI7dqVqIwMKrZv5/i339L/ttuI6dqVigIbh7ZU43U37DFSquX0GJpAZs9otEoFt6emkhvVcSslhaByt5t3KyooPeX32IWcnIp0aIsBl8WOKe89rDuXokrMZMzv/0yvK0c2eQ0RCgUPpaXRXSv6oQlCcxDhixBqRPgihLxffLqbL3aWATCpVxIL7xzRxisKvmmz+v2YfD4sPh82vx97IIA7EMATCOCTJE6eCihkMhSAWi4nTC5HK5cTqVAQpVQSo1AQrVRecK+42enlgQ931I+hBhicGcs7WVaSfnpDMHg5SaulYvFiXureHfsp++A9NhsVW7ei37mTyl27qN67F7/Hw81r1xKZmkrB999TuXs3Cb16EZuTg80Ty9G9biC4rvBIJcOvTic8UtWMf4vnJwUC+FwuVFotPpeLHa+/jun4cUzHj2MpKUEKBMh96CGGPfYYHpuNra+8QlK/fiT260dcTg5yVeusMxSoZDLmJCUxMS6uVR/3QLmFGa8Ftwoq5TJ+fGoyKdFiMkhL80sShxwOdlmt7LbZQqJ3y7n4XC6Ofv01+z74AOOxYwy6915G/vKX9X/usvs4sKmK6pLTt5voukXSa3giGq2STI2G+9PSSBKVCJ2GLxDgS4OBVUYjjX3363X7ObzNQNlRK87C3dR89yp+Ww3Zcx5g8jMPo9I0bSuRUibjLp2OoSLwE4TLJsIXIdSI8EUIaWUmJ+P/ugZ/IPg8XvzgGIZmt95JpCRJ6D0eit1uytxu9B4PlR4PNV5vo8ubL0YukxGnVJKkUpGsVpOiUpGm0ZCu0RCjDE6J8fgCPLk4ny93BUOo0UX5LFj8R8K9Z1/h84SF8eobb7AxKoqotDTCExI48tVXrH3qKeQqFYl9+5Kam0tKbi4ZY8eiOuUKXSAgcXRHDYX7TPVfa+3g5WJ8bjeWwkLU0dFE6nQYDhzgm1tvxVsXQinCwkgeMIDhjz9Oam5uG6+2/egfEcH81FSilK03eWjum5vYWhicsPXY5O784sperfbYnYlfkjhot7PDZmO3zdboBqTt1e633yb/vfdw1daS0KcPA+bPJ+fqq1Go1UiSRPkxK4e2GvB5GqpdwiKU9BubTGJ68PVsfGws88Q2o07roN3OQr0ecxOmdFWX2Nn/YxVOk4XalW+j7TWGuIFj6Dc2maSMpm1DkgHzkpOZ1MqhtyB0NCJ8EUKNCF+EkPbnpQf4z4YTAIzqFs9/7xvdoo/nDQQ47nRypG68aqHLhTsQuPgdW0iUQkFWWBjZYWF00WjYsLOSjW9/xjuf/hGt7/TgxQusBj4HvgIMwJhnnqH/rbfiMpmoPXKE5IEDUYadu/rAbvawd10lZkPDcaPiNeRO0xGmbd+jgqVAAHNhIYYDB6jKz6dy507G/fGPJPbrR8Hy5ex84w1Sc3PRDR9O2qhRhMd3zv4jUQoF81NT6R8Z2SqP993eCh76eCcAiZFqfnxqMhqlaEjZHCRJ4rDDwTarlV0222mVbqHIWlpKVN02wrxnnsFpMDBw/nx0I0fWb2l02rzs31hNTdnp1S6ZvWPoOSwBpUqORi7nlpQUMc1IwObz8X5lJfk228VvXMfj9nNoczUVp/QPsmz9gviMWCY8cTdKVdNev2YkJDA7MbFJ9xEEoYEIX4RQI8IXIWRZXF7GPL8amzt45WrB/GFM7p3S7I9T4/Wyp64J5VGHo9kqWlpCz82beeSBB9C4XKd93Q5kAzVAJDALuEqloviVVyibNu2Cx/R5A5zIN3Jin/G00axJGVoGTkxFqQrtK8cl69eTv3AhVbt311fHJPTpw8yFCwmLje2Uk5Ymx8VxQ2Jii1cF+PwBxv11DRXm4PP1lbmDmjyxSzhdicvFZouF7VYrpiZc1W+PJEmiYssW8hcupDgvj5989hnJAwYQ8PsbmnfX3a78mJWDW6rxexten8OjlPQfm0y8LljtkqJW80BaGmlt0ONIaL/WGo183oRmZTOSnAAAIABJREFUvBCc8ndgYzVup5fqxX/CeXwbUf3GMu1vz5PYJblJjz8hNpabkpM73e8ZQWgOInwRQo0IX4SQ9c66Ap777iAAOUkRrHh8AnJ587x5qfV62Wa1st1qpfiMIKM9+8vkySSUl7MfeJ9gdcuCuj97DhgITANO1rbUpKXx9OrV5zyWzeim7JiV0iOW08r3ZTLoMTSBLv1jO9SbxYDPh2H/fko3baL20CGm/P3vyGQy8p55BktREeljx5I1YQIJvXt3qO/7fDI0Gu7R6Vq8Ge/ra47x0vLDAAzMiGHJw2M7xd9vczJ5vWyxWtlssVDeyGai7VnA6+X4smXkv/ceNQcOEBYfT7+bb6bfLbcQdsY2DY/Lz4GNVVQW2U/7enbfGLrnJtSHw8OiorgtJYUwMepXOIdyt5t3Kiqa9O/H4/Kz/8cqKousWLd9hTHvAxSRcQx78k8MvH5Ck17HRkZHMz819YL93QRBOJsIX4RQI8IXISR5/QHGn3LF/PnrB3DTiKzLO2YgwA6rlR8tFo46HI1uxtdeeB0OrK+9RuH777NdklAC1wKfAuc63XCqNDz+4PMcHjEClUaBXC7D4/bjsHoxV7txWr1n3ScmSUPfUUlEJ3aexqi733mH48uWUXPgAAARKSn0mjOHYY8+2sYra3kqmYy5ycmMj41tsceosbkZ/cJqPHVjp794aAy5WaIPwsX4AgF222xstFg46HAQ6AC/y09WmXlsNj6ZPBltUhID58+n+zXXnHM7ZHWpnf0bqnA7G7ZUaaNU9B+XTFxKOBBsaH5DUhJTRG8N4SK8gQCfVlezzmS6+I3rSJJE6RELh7YYcJYewfD1X/FZDQx89hNyZ/ZFHdb4sC83Kop7dDoUIoARhEYT4YsQakT4IoSkJbvL+Nl/dwPBXhEbnpxMWBP3Wp9k8HhYYzKx0WIJ6UaUu99+m62vvIIuI4PH9Xru8Pk4X/GzQ6nh7jl/YFP2wEYdWxutotvAONK6R3XaqgSHwUDJunUU5+UR06ULIx5/nIDfz6rHH0c3bBhZkyYRnZnZ1stsEUMiI7k9NRVtC1UN/OqzPXy+oxSA2YPTePWnYuz0+ZS53Wwwm9lisYR8H5eTrKWl7P3wQ6p272b2okXI5HJMJ04Qk52N7Bxb3/y+AIe31VByyHza1zN6RdNreGJ9tUusUsl9aWnkhIe3yvchdAy7rFY+qKxs0vsBm8lDfp4ec4UJV/FetD1Gog5X0G9kDMldG99DbGBkJPfrdKIRtCA0kghfhFAjwhch5EiSxDX/2sC+MgsAj0/tyc+m9mjycQqcTn6orWW3zRZyVS4AFdu3k79gAT2uvZZu06fjrK3FfOIEKbm5TNi1i5vvuQeZw3HW/TzqMB69+VmWp/S94PEVShmJGRGkdYskKTMCWTNt6epIbOXlfHv33ZhPBJs+x/fqRddp0+h53XVEpae38eqaV5xSyd06HT1OmX7VXPaVmZn1zw0AqBQy1j8xmdSYzlNddTHuQIDtVivrTCYKQ2gb5MVU5eeTv3AhJ5YvB7mcnBkzuOL3v0d9gYbPZoOLvesqsZsbKvPUYQr6XZFMcmbDxJleWi336nStOr1L6DhqvV7+U1HBcaez0ffx+wIc3VFD0YFgKOg4vo3a5f9i8C//TO68iY2+cDEgIoIH0tJEACMIjSDCFyHUiHclQsjZXFBbH7xolHJuHdW07UaH7Ha+ra3lyDmCifZOkiRK1q9n91tvod+xg7C4OLpMmQJAeHw84fHxZIeFcf3cuchSU2HWLDj1+9RqUS9dyr8nTORwpZUjlVYKqu3Y3T68/gAxWjWqMDmeaDmlGh8OWSjGUq0nMi2NecuWYS4qomj1agpXrmTH66+TMmQIUenpWEpLcVZXkzxo0Dmv4IcSo8/HK6WlzIiPZ2ZCQrP2JuifHsOw7Di2Fxnx+iUWbjzBb67u02zHD1WlLhfr6qpcXG04Va0llKxfz7J770UdFcXAu+6i3623Epmaet7bS5JE4T4TR3fUcOo1o6TMCPqNTUIT3vB25qr4eH6SmCj6ZwiXLF6l4leZmXxTU8OymppGXaBRKOX0HplEQrqWfeur8EQlIlOq2fHHh6nccz9Tfv/wac/T89lrt/NmebkIYARBEDogUfkihJx73t/GyoNVANwyMovnrhvQqPsddzr5ymAIydDlpBWPPcaJH34gQqdj0N130/uGG1CeUlKfodHwy8zMhu0ha9Y0BDBaLSxdCpMmNeqx/JLEXpuNDWYz+ztIT4nW4DAYCIuJQa5SseXll9nzn/+gTUqiy9SpdJk6lbQRI5CrVG29zMvSIzycu3U64prx+1i+X8/9H+4AIEqjZONvJhMVFtp/T5fCFwiww2Yjz2Rq0lX39s5lMnHo88/RREXRZ948Al4vhxYvpvusWResdAFwO33sW1+F4ZQR0gqljN4jE0nvEV1fURAulzM/NZXBUVEt+r0Incshu50Fej3mJkwPczl85K/VU1Ncg+Hbv+M8upmofuOY+rcXSOqS0KhjDIqM5P60NNEDRhAuQFS+CKFGhC9CSCmucTDh5TX1Vz5X/XICOUkXfuOud7v5wmBgj83WCitsXpIkUZKXR9ro0Sg1Gk788AMem43us2ahUKtPu61OreaXmZlnl9mvWQN33gkLFzY6eDmT0evlR7OZDWYzxhAfX9ua3BYLJXl5nFixgpL16/E5nUSmpfHTFStOG5UbiiIUCm5PSWm2E91AQGLqK3kUGIJTa56Z2Yd7xnVrlmOHglqvl3UmExvMZqwdpJcLQO3Ro+z78EOOfv01fpeL7rNmMfnllxt9/5pyB3vXVZ7WVDcmUcOACSlERDe8BmZoNNyflkbyGa+LgtAcrD4f7+n17LPbL37jOoGAxLGdNRTkG7FsXYwp7wMSZ/yMoXfNI6tvTKO2IQ2ta8IrqrgE4dxE+CKEGhG+CCHlL98d5O11BQBM6JnE+3eNOO9tHX4/XxsM5JnNIVm1Ub51K9teeYXK3bu54v/+j74//el5b5uoUvHrzExiW7iiIiBJ7LXbyTOZOGC3h2SvnLbic7ko/fFHHFVV9L3pJgCW3nEH0VlZdLv66mBFTAj2p5gYG8ucpCRUzVAe/8mWYp7+ci8AaTFh5D0xCZWiY5fdH3E4WG00ssduD8nXqQvZ/tpr7HzjDRQaDd2vuYb+t91GQq9ejbpvICBxfHctBXuMp329S/9YeuQmIFc0nIyOio7m1pSUZnkOCsL5SJLECqORrwwG/E34t1pVbGfv+kocZSdQJWYhk8mIj/cyZEav+ubQFzKqbgx1Z212LwgXIsIXIdSI8EUIGU6Pn1HPr8LsDDZaXDB/GJN7p5x1O0mS+NFs5kuDAVsIXkGuPXyYzS+9ROmGDWiTkxn68MP0uv76825ViVEqeSIzk8RWvuJb5fGQZzLxo9mMs4P1o2gNPrebdb/9LUWrV+N1OAiLi6PrlVfSZ948EvteuBlye5Oh0XCPTodOo7ms47i8fq54cTUGmweAv88bxHVDMppjie2KNxBgi8XCapOJMre7rZfTbDw2G4e/+IIukycTlZFBxbZt6HfsoM+8eYQ1YdSz0+Zl77pKjJUNzYXVYQr6j0smKaOhqa5SJmNeC49CF4QzFTqdvFNRgcHrvfiN6zisXvas1WMxuPHWllHx/uMkjrueK5/7NRGxF3/dnBgby00pZ7/fEYTOToQvQqgR4YsQMv63rZgnFwevimfFa1nzq4kozpjAU+5281FlZUj3Slhy002YCgoYfN999LvlFpRh55/6olUo+HVmJmmXedJ7OdyBAJstFlYbjeg9njZbR6jyuVyUrF9PwbJlFK1dyxV/+AM9Z8/GYTBgOn6c1GHDQmKLklouZ15SEldc5onwP1cd5W8rjgDQOzWKZT8b12Gu+Jq8XvLMZtaZTCEZDJ9P7eHDHPjvfzm6ZAleh4PRTz/NgNtvv6RjVRXb2behEq+7IdCN14UzYHwKYdqGyrAElYr709LIvsDroyC0FKffz0eVlWy3Wht9n4Bf4tDWaor3GahZ/gb2fSuJ6DWGKX/7K6ndEy96/xkJCcxOvPjtBKEzEeGLEGpE+CKEBEmSmPnaBg5UBKcc/XZGH+4d39APwi9JLKupYVltLb4Qe04HfD4Ofvop3aZPJzw+HnNhIZrYWMIuchKrlsv5eUYGOac03G1LkiRxwOFgldEotiRdIp/TCXI5So2G/PfeY/MLLxCemEjXK68kZ8YMUnNz2/3UpKFRUdyaktLQ9LmJjHYPY15YjdMbDCc+uGsE43smNecSW12Ry8Uqo5HtVmuTtiu0d1IgwLd33UX55s0o1Gq6XX01/W+9laQBjWuCfqpAQOLojhoK95kaviiD7kPi6TYg7rRR9wMiIrhLp7vk55ggNJf1JhP/q6rC24R/12VHLez7sRLL1iUY1yxAlZjFyD/8jT5T+l40aJ6bnMyUJlSRCUJHJ8IXIdSEXoMBoVPaUWSsD17CVHJuHNawFaHU5WKhXk9pCJbvV2zbxoZnn8V49Ch+t5uBd95JTJcuF72fXCbjPp2u3QQvADKZjH4REfSLiKDC7Wal0cgWi6VJb0o7u1MnV/WZO5fI1FSOL1vG4S++4MAnnxCRmsq877+/YDVUW9thtVLocnH3JT4/4yLUzBueyXsbCwF4a93xkAxfJEki325nRW0tR0O4Eu9MluJiiteto/+ttyKTy0keMICs8ePped11TdpadCqPy8+etXpqKxr+nsK0SgZOTCEupeE5JJfJuDYhgenx8R2mGkoIbeNiY8kJD+edigrKG/keJL1HNBGxanaH34AqMQvDkhfZ894HeFWP039sMgrl+QP2z6qqiFIoGBEd3VzfgiAIgtCKROWLEBIeXbSLb/aUA/DT4Zm8cMNAJEniB6ORrw2GkKt2cZvNbHn5ZQ599hlR6emMeuopukyd2ugTijtSUxkTE9PCq7x8Vp+PtSYTazvYNovW5rXbKVqzBlNBAcMeewyA1U88gSYqim7Tp5OSm9vutibJZTJmxsczIyGhyZM6SmodTHhpDYG6f9ZfPDSG3KzQuNrrDQTYaLGw0mikqoNswwv4fBTn5XFg0SJKN2xAplBw08qVROp0l31sU7WLPav1uBwNU9QSM7QMGJ+CWtPwnI5WKrlXp6OnVnvZjykIzc0bCPC/qirWm82Nvo/b4WP3Gj3VRwpRRiYgU6rQhnsYNrMH4VHnb56vkMl4ND2dPhER572NIHQWovJFCDUifBHavSqLizEvrMZXdyb23WPjSEsKZ4Fez2GHo41Xd2nyfvtbjnz1FQPmz2foww+jasIJxU8SE7k6IaEFV9f8vIEAmywWVnSgE9K2JAUCrPrFLyhaswa/2014UhJdp02j1/XXk9S/f1sv7zQ9wsO5S6cjvomTuH7xv918sasMgEm9klh45/knm7UHVp+PNXVBo70DBY1V+fn88PDDOKqriUhJoffcufSeM4eIZmj+WXLYzMHN1Uin9OvOGRxPzuC404Lo3lotd+t0RIfgNDChc9lusfBRZWWjm9AH/BIHt1RTetiC32VD//7jRPYaydQXniFeF3ne+4XJ5fwqM5PMdlwFKQitQYQvQqgR4YvQ7v1j5RH+sfIoACO6xPP7WwewUK8PuUoKa1kZkiQRnZGBvbISZ01Nk6faTIiN5eYQnnggSRK7bTaW19ZywuW6+B2EC/LYbBTn5VHw/feUrFvHsMceY9Ddd+O126nev5/UoUPbRUWMVqHgluRkhjWhVP5YlY1pf8/j5K+orx8Zy8CM9jfVptLjYUVtLZs7yBY7j81GwfffExYbS5epU/FYrax9+ml6/uQnZE2Y0Czj0P2+AAc3Gyg7aqn/mlItZ+D4FJIyG67my4CZCQnMSkgQ24yEkGHwePhPRUWTfseVHDZzYKOe2lULsG5fgrbHSMa/8BJZ/ZLPe59opZKnsrJIaGKwLQgdiQhfhFAjwhehXfP4Aox9cTXV1uBe6ttn5VCVJAupZq6SJHH4iy/Y9Je/oBs2jOlvvXVJxxkUGckDaWlN3sLRXh11OPjBaGSvzRZSP8/2ymOzAaCOjOTYN9+w+te/rq+I6TZ9ersIYsbExPDT5GQ0jWwafOp2w2l9U3jn9vbz/uq408ny2lryO8DzV5Ik9Dt2cHjxYgq+/x6f00m36dOZ+o9/NPtjOW1edq/WY6lp6I8RFa9m8CQd2uiGk8hopZK7U1PpLbZWCCEoIEksMRhYXlvb6NcHY6WTXasqqNm4BOOqd1And2X47/9G38m9zhs+6tRqnsjKEs2nhU5LhC9CqBHhi9CuLc0v55FPdgEQoVUy5sZs5PLQCR8c1dWs+93vKF67Ft3w4Ux8/nmiMjIufsczdAkL45eZmajb+aSbS1HudvNDbS1bO9gkmLbktdspWru2viLm5NakOV99RXgbb1lLUqm4S6ejWyOa8R7WW7nqH+vqP//usXH0TWu7RpMnK7d+MBop6EBNdFf98pcc//ZbVFotOTNn0uv660kePLjZq00MZQ7y8/SnjZHW5UTRb0zSaU1G+2i13CW2GQkdwEG7nYV6PWaf7+I3BhxWLztXlFO9cyOGJS8S3m0YAx7/M/2vOH8j3l5aLT/LyEDRQS7MCEJTiPBFCDUifBHatZve3symghog2Aug+5D4Nl5R41Xt3cuye+/F53Qy4he/oP9tt13SmOAElYqnsrI6/ImI0etlpdHIerMZdyP3ywsX57XbKc7LQ79zJ2OfeQaAH//8Z7w2G9lTppAxdmyTeg41B7lMxoz4eGY2ohnvgx/tYNk+PQAzBqTyxi1DW2OJp+lIPYtsFRUc/+47CpYtY/rbbxMeH0/xunW4amroetVVLfJckCSJE3uNHN1Zy8kyAJkMeo1IJKtPTH3II5fJ+EliIlfGxYltRkKHYfX5eE+vZ5/d3qjbe93B6V8Vu/ejiExAoY0hOlFN7tQ0NOHnfh8wJiaGO1JTm3PZghASRPgihJqOfTYnhLSCalt98IIMMnqG1mjFuG7dSB81iqGPPkpcTs4lHUOrUPBoenqHD14A4lQqbkxOZmZCAnkmE6tNJiyNvFoonJ8qIoKcGTPImTGj/mtSIEDh6tUc+eorFBoN6aNH0/O66+h21VWtsqaAJLG0pob9djt36XQkq9Xnve0jk7vXhy/f7dVzWG+lV2pUq6zT7vcHn4tGI9YQ6zF1Ko/VyrFvv+X4t99SsX07SBLJgwbhqK4mPD6erPHjW+yxfZ4Ae9dXUlXccOKpCVcwaFLqaWOkE1Uq7tHp6HoJ48kFoT2LUip5NCODVUYjX1RXX3Q6o0qjIHdaGoeiVZQcsiD5fRx94/dUrRvL5N/cQ1S85qz7bDSbSVapQq4ZvyAIQmcjKl+EdkmSJO5ZvItV2ysASMqMIHfq5Y81bWnVe/ey8803mfLyyygv8yRCLpPxs/T0TtvzoCNVG7RHAa+Xih07KFq1isJVq+h21VWMevJJAj4f+z74gMwJE4jt1q3FKxDUcjk3JCYyMe78o6TveX87Kw9WAq3T+8Xg8bDSaGSjxRKyVVi2igq8DgdxOTlYy8pYNGUKMV270uOaa8iZOZOY7OyWX4PJw65VFTgs3vqvxaWEMWhiKhptQ6A8Mjqam5OTCRN9K4QOrtTl4j8VFVQ04neaJEkUHzRzYEMphiUv4jy+jdixc5n87JMkpp/9vkAG3J+WxpCo1gmnBaE9EJUvQqgR4YvQ7vgCAd4tq+Dl/+TX9wbInao7bQpGeyNJEnvff5+tf/sb4YmJzHz3XWK7dbusY96WksIVse1vuktrkySJXXUTkgrFhKQWIUkSfrcbZVgYVfn5fDV3LgCRaWlkjhtH5rhxpI8ejaoFg8C+ERHckZJC7Dkmd+wvNzPztQ31ny9+cAxDs88f1lyqIpeLH2pr2WmzEQjB343mwkJOrFjBiRUrqM7Pp8vUqVz5r38BYCooIKZr11bbzqM/YWXfhir8voa/x+y+MfQcnljftytcLuemlBRGNmEKliCEOm8gwKfV1awzmRp1++oSO7vXlFH97evY9iwncuBUxv/pT2T0Ovs1UC2X84QYQS10IiJ8EUKNCF+EdsXh9/NGWRnr9leRnxe80h0WoWT8nGxk7bTRrstoZO1vfkPx2rVkT5nChOeeI+wyQ5NpcXHMST7/iMnOSkxIah228nKK162jZP16yjdtwutwMOuDD0gbMQJLaSlem434XuefwHGptAoF85KSGBUTc9afPbZoF1/XTT4a2TWe/943qlkeX5Ik9trtrDAaOeJwXPbxWlPA76+fYPXDI49QuHIlAEn9+9P1yivpMm0asV27tu6aAhJHttdQtL/hxFKhlNFvbDK6bg1X5HuEh3OnTifG5Aqd1h6bjQ/0emyN2NJorXWz/YcyqlZ8iPnHRUQMmMbo3/2RrgPO7o8Up1TydHZ2p9iuLAgifBFCTZPCF5lM1hOYCowHsoBEwAlUAbuBNcBqSZLa9PK0CF9Ck9Hr5dXSUio8HrYtK6NWH5wm0n1IPDmD22+j3eUPPUTJ+vWMeuIJ+t1662WfEA6MjOShtDTRcPICKtxuVhiNbLFYLrp/Xrg8fo+Hyp07ScnNRaFWs/nFF8lfuBBtUhJpI0eiGzGCtBEjiM7Obrbn7MDISG5NSSHmlJOHQoOdqa/k4QsEf97v3zWCCT2TLvkxvIEAmy0WVhqN6ENoW5ultJTS9espzsujeu9ebl6zBoVazZElS/BYLHSZMoXItLQ2WZvb6WPPWj1GfcNbAG2UisGTU+v7VChlMq4VTXUFAQCzz8fCigoONiL4ddl97PihnIq8pWh0PVAndyWzVzS9RyWdNQWyW3g4v8zIQNkBJyQKwqlE+CKEmkaFLzKZ7KfAQ8DYk186z00lwAS8B/xTkqTCy19i04nwJfRUuN28WlqK0efDbvaw4YtiIDgRY/yNXQiLaF9XcCRJIuD1olCrMRcV4bXbSezb97KPm67R8GRWFhrxhqlRLD4fa0wm8kwm7CHcEDWUOKqqKNmwgdINGyjftg1ndTWamBhu37QJmVyOfudOtImJRGVmXtbJtVahYG5SEqNPqYL57Zd7+XhL8LWhX1o03/TzIr/7Lli4ECZNatRxrT4fa+ueM6HQRFeSJGQyGUWrV7PxueewlpUBEJWRQeb48Qx79FHCLtAvp7WYqlzsXlOB29Hwd5qUqWXAuBRUmmB1TqZGw506HemasxuGCkJnJUkSq02mRjXj9br97F6tp1bvRJIkLFsXkzlxGiPmDDlrFLWYgCR0BiJ8EULNBcMXmUw2CXgFGEQwVPkK+BHYBuiBWiAcSAB6A6OAK+v+6wZeA56TJMnSct/C2UT4EloKnU5eKyurP3k+vM1A4b5gyXpyVgRDprSvRrs+l4v1f/gDXoeDaa+91mxXb6MUCn6TnS3K8C/Byea8K41GKkOoiiHUSZKE+cQJLKWl9RNz/jd9OubCQrTJySQPGkTK4MGkjRxJUv/+l/QY/SIiuCUlhQSVikqLiwkvrcHlDTC6KJ8Pv/oTSpcTtFpYuvSCAUypy8Uqk4mt7bhaSpIkzIWFVO3Zg37HDsq3bmX0U0+RPWkSVfn57H7nHdJGjCBj7NhW7d9ysTWXHLZwaEs10im9ibvnxtNtYLC65eRo8RkJCSjawZoFoT0qc7t5t6KCMrf7grcL+CX2bqikdE8hFQseQaZQ0e2+vzD2jvGow05vWj0vOZnJ7SCcFYSWIsIXIdRcLHwJADuBF4GvJUm68G+Ehvv1AB6o+3hBkqQ/NcNaG02EL6HjiMPB62VluOomigT8Emv/d6LdNtq1lJay4tFHqTl0iKGPPELugw8ia4YqFYVMxuMZGfTQapthlZ2XJEnss9tZZTQ2qoxbaH7GY8co37KFyt27qdqzB0txMT1/8hMmvvACkiSx5a9/Ja5HDxL69CEuJwfFBcZMn6SRy5mdmMik2FheWn6Y3e9/ybuf/xGt75RfSecIYCRJIr/u+XC4HT4f3GYzfrcbbXIyNr2exbNn4zabAVBFRqIbPpyBd95J2ogRbbzSc/P7AhzYVE35MWv911QaOQMnpNRPY8nQaJifmioagApCI/gCAb40GFhlNF6wr5kkSRzdUcPhNflUffoHAm4bmbf8H+MfnIE2uuECjrzuvUVP8d5C6KBE+CKEmouFL9dJkvTlJR9cJksFukiStPlSj3EpRPgSGvbb7fy7rAzvKc/BigJru220W7J+Pat/9SskSWLySy+RNWFCsx371pQUxonJRs2q3O1mjcnEZosFT4iOC+4InLW1+F0uItPScFRV8b/p0/HWBSEypZK4nBxyH3yQbtOn4/d4cBmNaJOTz1nVkR0Wxk/37EU3Zw7h3nNcC6gLYOzjx/Oj2UyeyYTB6z37dm2kYPlyag4epObQIWqPHMFWXk7vG29k/J/+hBQI8OOf/0xi374kDxpEbLdu9c102yOH1cvu1XqstQ0/h6h4DYMnp6KNUqGUyZiZkMD0+HjkotpFEJrksMPBe3o9tRd5/So+aGLvD4eo+uwPeI1l6Ob8hgk/m0N0fMPWviiFgt9mZxMnqmqFDkiEL0KoEdOOhDax12bjzfLys8r/ty4rw9gOG+16HQ7+e+WVhMfHc+W//kV0VlazHXtibCw3paQ02/GE0zn8fn40m1nbzk7EO6uA34+lqIiaQ4fqP/rdfDNZEyei37mTr2++GZVWS0yXLsR07UpMly70nD2b6KwscjZs4JGHH0Z7gbJ8X3g4r7/5JgdGjmzF7yrIYTBgLiwMfhQVBbdfJSZyxR/+AMB/r7wSa1kZsV27Et+rFwm9e6MbPpyUwYNbfa2Xw1BmZ8/aSnyehlAzrXsUfUcnoVDK6REezm2pqaQ0oqpJEIRzc/r9/Leqis2WC+/cryyysev7Y1R++ixRw2cTM2AcuVN0xKWG198mOyyMJzIzRQNeocMR4YsQalpL0fuOAAAgAElEQVQkfJHJZEpJknzNfuBGEuFL+5Zvs/HWOYKXsxrtzu1CmLZtG+0GvF5kCgUyuZyaw4eJzshAFdF826B6arU8npEhrgy3AkmS2G+3s9ZkYp/dLkZVt0P2ykoKV63CfOIEphMnMBcWYi0r49qPPmK810vSvfdyt9dLBpBZ95EG/ALQAcVACRCtVrP4pZcoGjsWZXj4JVWQSJKE3+3Ga7cTnpAAQNWePdQeO4bb9P/s3Xd4lFX6//H3mZZMek8mCaGGpgLSxIILFuCrgr337tpW3dV197eurnXX7qroWtDd1ZUVu64KFiwoHQVBOqT3SZlMydTn98fE0AJJyJSU+3VdXhcz88w5x11MZj7POffdiLOmBkd1NSjFCU88AcBHl11GxbLgRk+d0UjSgAFYJk1i6l/+AoCttJS4rCwMvbTgrKZp7FjbwLYf6tueUzoYdUQm+SOSSDAYODMzk6OSknpEPRoh+oIfmpt5rbr6gC2pG6pcrP68HH/r/QV/UwUTz5hAVsGuzytHJydziRTgFX2MhC+it+lqq+kXgZsO1EpaKTUYeEPTtCkhWN9BkfCl59pf8AKweUUdRRt6TqHdlsZGPr/lFnImTGDiTTeFfPx0o5E/FhSQYOhZnZz6A6vXy5KmJr5raqLJF7WcWHSCz+1Gp9Px15kzKamo4E2CAUspwbClClgPDAUeBn7fzhgXffMNcVlZrHv1VTa8/nowGFAq2LZPKc58/30MMTGsePxxfp4/H7/bjb91d43eZOKKtWtRSvHVnXey5b33gs/HxpKQk0PyoEHMev55AMqXLiXg85E8aBAJFgu6PvTfttft56dvq6kt3VU7JyZOz7jpFlKzYjkqOZkzMjLk55kQYWDz+Xitupq1dvv+r6l3s3pRBc3bf6bq9TtIOeo8jvr9zeQX7uoYJ0ecRV8j4Yvobbr6KelK4Ail1Dmapm3a+0Wl1JnAS0BSKBYn+pYNDsd+g5eAX6N8266ttfkjovtXqHHnThZedx3NFRUUzpkT8vGNSvHr3Fz5ohIl6UYjp2ZkMDs9nbV2O0uamvjZ6STQB49h9na/7BJ59cEHufG663ioZc/sf/f/x84n2Jqvymjk/XPPpcJiwedyYUpMBCA+Ozt4xEfT0DQNWv///mWXRsbo0RTOno0+NhZDTAz6mJjgezUNlGLiLbcw4cYbiUlJwRgfv8/ujrwjjwzL/wbR1lzv5scvq3A27zq2l5pjZuy0bIanJnBeVhZDzOYDjCCE6I4kg4Hr8/JY2tTEf2tqcLVTxywpLYYjTspn5ccBmkdPp3HJ63zrambKnXcy+LDgEe75NTUUxMYyUApgCyFEVHR158t9wB+AFoI7YF5pfd4EPAlcCzQAV2ia9kHol9s5svOl59nsdPJ0WdkexXV3t0eh3QQDx54ZvUK7FcuX89nNN6N0OmY88ww5EyaEfI4rLRYmJ0lG2ZM0er0stdn43majRtpV9yjJBgNHJCUxbc0a0s84Aw7QuchrNvP3555jy5Sobb7sUyq2N/Pz9zX4fbt+dg86JIUJU7I5I0uOGAkRaQ1eL/+urmaDw9Hu626nj5WfllH6znM0r3qf+ENPYOIddzF8UrCQebrRyP8bOJD4HlzQW4jOkp0vorfpcs0XpdTxwGtAFvAf4CmCu13GAN8B52uaVtaF8Wa1jqEHXtI07a97vV4A/BNIab3mTk3TPj7QmBK+9Cw7XC6eLCvDfYCOMys+KaOhKnhHO5qFdlsaGvjP8ceTYLEw6/nnSRowIORznJCaytlZWSEfV4TOdpeLZTYbq5qbcR7gnL0IH5NOx7iEBKYkJTEqLm5XXaTFi+GUU9oNYFyGGJrfepf6E47lnbo6ilv2e0JWdCDg19i0oo7STU1tz+kNirHHZHPJhAJmpaURK1/ehIiaJY2NLKitpaWdz1Zet5/Vn1VQ/N6rNC15nfRTfsvI009l9JGZKJ3i0Ph4bszLk+BU9HoSvoje5qAK7iqlsoF/ASe0PhUAHgLu0TSt0z1dlVJ6YAtwIlAGrCQY3vy82zUvAD9omvacUmo08LGmaYMONK6ELz1HudvNo6WlB/wC29MK7ZZ8/TXZ48YRk5zc8cVdJAV2exdfIMB6h4MVzc2ss9v3u3NLhIZOKUbFxTE5MZHDExOJ2V9njnYCGKchhivPupvYGccz77JJAPxgt/N+XR1VspOpS1ocPn5cXElT7a6uUvHJRi6fU8hVw/NJkZa1QvQIB9oF4/cF+HFxFWXfLSOm4DCUUmQPSmDMsdno9IpTMzI4qbWYuBC9lYQvorc52G+4zUAt8Ms3yCbg664EL60mA9s0TdsBoJSaD5wK/LzbNRq7asgkAxUHuWYRYXUeD0+WlXW4c6B0865aL5kD4iMevGiBAMsefpjsww9nyMyZFPzqV2GZJ9Vg4BqLRYKXXsSg0zEuMZFxiYm4AwHW2e2sbm5mvcMhQUyI6JRihNnMhMRExicmdm4r/PTp8NFHbQGM32zmytPuYmnBGNhcy4frKpkzNpfxiYmMS0hghc3GR1YrtdJqvEPWCifrvq7G07Lr5/bIoSk8e844hiaHrtObEKL7Uo1Gbs7P57umJhbsVQtGb9Bx+PEWjDFHU7m9Ga+1lPXv/htv8x8Yf9JQPrRaGWo2MyIuLor/BkII0b90+VuuUmos8F+gEFgEvAM8CixUSv0NuKsLIUwewaYVvygDjtjrmnuARUqpm4B4du222Xtd1wDXABQUFHRyehEuNp+PJ8vKsHXQScbvC1ARxUK7fo+Hxb//PTs++QSl1zNk5sywzGNQiutyc0mUAru9VoxOx6SkJCYlJeEOBNjgcPCD3c56h0OOJnWRUSlGxcdzeEICYxMSDq72wC8BzOWXo3/lFYY1ZbJ0WTEAf35/PVMGp5GVFItOKaYkJzM5KYnlNhuf1NdTLTth9qFpGjt/amTrGmtbFWOl4IYTC/nt9EI5niBED3Z0cjKHxMXxek0N63briKTTKQ6bmoXRpGPT+0txblvOhid+h8/3MJNmF/JSZSV3DRxIknw2EUKIiOhqwd0bCXbzNBAMWf7W+nwhwUBmLLAMOE/TtNL9DrRrvLOAWZqmXdX6+GLgCE3Tbtztmtta1/mYUupI4GXg0AMFPHLsKLpa/H4eKyujpBP1FqJZaNdts7HohhuoXLmSI26/nTFXXBG2LxjS3rHvCmgaW10u1tntbHA4qJQv9u1KMRg4LD6ewxISGBUXh2l/R4oOUnOLl1lPfkt5owuAaSMyeeWySfv8N61pGmvsdhbW10tNmFZej5/139ZQU7Lr6EJagom5F4xnyhA5liBEb7LSZuO/NTU073ZTQNM0tq62suGdT6l976+YMgdSeP3DTD59JIemJHJrfr4ErKJXkmNHorfpatT9d6CEYF2Wpb88qWnaVqXUFOAx4AbgR6Azn9jKgd0rmua3Pre7K4FZrfMsVUrFAhlATRfXLiLAr2k8X1HRqeAFoGy3I0f5hUkRC168DgcfXXIJDdu3c9wjjzBs9uywzXVUcrIEL32YTilGxMUxIi6OswGr18vPDgcbnU42O53Y++muGJNOR6HZzKi4OEbHx5PX2jI6XBJjjTx69lgueGkZmgZfba7l9eUlXDRl4B7XKaWYkJjIhMRENjudfN7QwE92O/31EJnN6mbt4j3bSE8cmMqzF44nO0na0QrR20xqLVL+Zm0ty23Bz1hKKYZPzMBgPIl1OgO17z3IlqdvI+B/BO2MQ/jIbGV2RkaUVy6EEH1fV8OX9wm2kW7Y+wVN0zzATUqpLwl2P+qMlUChUmowwdDlPOCCva4pAY4HXlVKjQJiCdabET3Qv6uq2HiANrC7czR5qK8K3qVGQV5h5I4cGeLiGPCrXzH5t79lwNSpYZtnQEwMF0hno34l3WhkakoKU1NS0DSNCo+HLU4n21wutrlcNHZwFK+3itXpGGo2M6y1hsCg2Fj0Eb6TeuTQdK48ejAvLdkJwAP/28hRQ9MZkpnQ7vW/hGa1Hg9fNTay1GbD0U/CMk3TKN1sY/OKOgL+XdHTFUcP5g8njcSoD+3OJCFE5CQYDFxhsXBEUhKvV1djba13NWRsGjrDLH7UG7CtfBd7s46Vn5TDTI1Cs5mR8VLXSQghwumguh11OKhSAzpz7Kj12pOAJwm2kZ6nadoDSql7gVWapn3Q2uHoRSCB4En0OzRNW3SgMeXYUXR8WFfHR1Zrp6/fvLKOovWNQLDQ7vgTLOFaWpumoiL8Hg9pw4eHfa44vZ7/V1BAhskU9rlE71Hv9bKzpYWilhaKW1oodbt7Xc0Yg1LkxcRQEBPDYLOZwbGxWEymHrFtvcXrZ/bTS9haE6x7MDInkXevPxqzqeO6Mt5AgDV2O0uamtjqdPbd3TCeACXL69m4rbHtqTiTnr+dOYbZY3OjuDAhRKi5AwE+qKvjy8ZGAq2f+Us3N7HhuxqUUgTcTmIMbmZcNJG/HjJMatOJXkWOHYneJizhS7RJ+BJ5y5qaeKWqqtPXB/waX79Z1NZR4/ATLGQNCO8dF+vmzXx85ZWY09M58913USGuObE7BVyfl8eYhPbvuAuxO6vXS7nbTYXbTaXHQ5XHQ43XG/VQxqgUmSYT2UYjlpgYck0m8mJiyDGZenTXrg0VTZw+93s8vmBpsDPH5/Po2WO6FA5ZvV6W22ysbG6mwu3u+A09nCK40yfdrnjhgy2UNbjaXhuZk8izF45n6H52CAkher/ilhb+XVVFaevPs4rtzaz/tprqt+7FU7OTgiv+xiVXTOXuQ4f2iCBdiM6Q8EX0NgeMt5VSeZqm7V2DpUuUUhZN0yq7M4bo2bY6nfy7urpL76kpdbQFLzFxejLywtvqsPrHH/nkmmswms2c8MQTYQ1eAGalpUnwIjot3Wgk3Wjc5++M0++nzuvF6vXS4PPR6PPR5PPR7Pdj9/tx+P24AgFcgUDbHc2OKIKdm8w6HfF6PfF6PYl6PUkGAykGA6kGA2kGAxlGI8kGQ6/8EH5IbjL3zD6EP777EwBvrylj8uBUzp3U+U546UYjJ6Wnc1J6OhVuN2uam/nRbm/74tIb6JViuNnM4YmJjIuPZ8GyUu77dBPe3Y4ZXTSlgD+dPJpY40F0nBJC9BoDY2P548CBfNnQwAdWK7lDE9EbFCuqL6R6/l2UvPQ7/un7GwU3xnDFiAEdDyiEEKLLDrjzRSnlAp4HHtE0raLTgwY/rc8h2Cb6XU3T7u3mOrtEdr5ETq3Hw0MlJV2uk7BqUQXW8mBtmCFjUykcH76OGuXLlrHw+uuJy8zk5JdfJjE/P2xzQfDu8i35+T16Z4Doe3yBAF5Nw6dp+DWNX9rBKYJfwvVKYVIKY5iDx55C0zR+u2At76wJ3j8wGXTMv2YK4wtSuzVuo9fLBqeTnx0ONvXAgsoZRmNbkePRcXHE6vXUNLdw59s/8eWmXXXqE2MM/PXMMZw8JvzHPYUQPUu918v8mhrW2u3UljlYMX8Zlf/5fwDkX/oQL99xJicMyozyKoXomOx8Eb1NR+HLX4DfASbgc+BNYImmaVvbuTYBmAzMBC4ELMAK4GpN09aHfun7J+FLZLT4/fy1pKTLrXVdzV6+eau47fGxZw/EnGAM9fKA4BewhdddR3NFBSfPm0dcZng/TCQbDPxp4ECS5My0EFHn8vg57dnv2FzdDEBGgol3rz+aAWmh2WmnaRqVHg/bXK62Oj5VHk+ndyF1l0Ep8mNiGBQbyxCzmUKzmTTjnj9LF26o4g/v/ES9Y9fP6bH5yTx9/ngK0sO741AI0bP92NzM/Joatpc1s+yN5VS+/kd0cSkMuvaZYFid372wWohwk/BF9DYd1nxRSg0A7iLYhcjc+rQNqAYaCHYfSicYtugI3mj9EXhY07T54Vn2gUn4En6apvFMeTnrHY4uv3frGis71gYbZmXkxTFhRngKPGqahlIKr9OJ3+0mNjW8HyJ0SnFbfj6FcfKFRoieoqjOwelzv6PBGez2UZiVwFu/Popkc3gCX28gQIXHQ6XbTZXHQ63XS53XS6PPh83v73IwY1CK5NbjYBlGI5lGIzkmE7kd1N6xu33c++EG3lxVtsfzVx0zmDtmjcRk6B87oIQQB+YOBPjIamXB5gq+f2MFfq+GMS2P2Fg9b119JIfmJcPixXD55fDKKzB9erSXLEQbCV9Eb9PpgrtKqSSCAcwJwNFA9m4ve4CfgK+AtzVNWxbaZXaNhC/h93ZtLYvq67v8vkBA45sFRbidwa3646bnkD0o9LVRSr7+mrUvv8zMuXMxRaj2yhmZmcxMS4vIXEKIzltZVM+FLy7H4w8exjpySDqvXD4p4nVONE3DGQi01erxBAL4djsipicYtuxek8es7/oaVxXVc+ubP1Jav6uoriU5lkfPHsvRwzJC8y8jhOhTKtxuHlu3k/c/3InX7afx23+TPmYanx2Xz9DLzwOnE+Li4KOPJIARPYaEL6K36ajg7s3AMk3TVmiaZiNY/+X51teMBHe8uDRNawr7SkWPscJmO6jgBaCuzNkWvJjMejILQt/hqHjxYj67+WbShg8n4POFfPz2HBYfz4ww76wRQhycSYPSePisMdzy3x8BWLrDyq9fW80/Lp4Y0R0gSqm2Isfh4HD7eGThZv65tIjd76vMGZvLfaceSnJceHb7CCF6v9yYGB6dOILDExO464VvcKz/kpbVH1H3spehvuDOQZxOOOUUCWCEEOIgdfSp80lg1i8PlFJ+pdRdAJqmeTVNq5LgpX8pbWnhX11oKb23si27/rrkDUtEpwttUdqiL7/ks5tvJn3ECE6eN4/YlJSQjt+eNKORyy2WXtkVRoj+4rTD8/j9rJFtjxdvruWmN9bg9QcO8K7e4+sttcx44hte/X5X8JIUa+Cp88bx9/MPl+BFCNEhpRQXjcznzVtmMef4y8n0ODnZ52Xt7hf9EsAsXhytZQohRK/VUfjSAsTs9li1/iP6IYffz3MVFXgPsphki8NHbZmz7XH+8ORQLQ2Akq++4vPf/Ib0kSM5ad48YpJDO3579EpxjcUStjvZQojQ+fW0odx83LC2xws3VHPdv1fT4u1ZHYu6ot7h4bY3f+TSeSsob9x1zGjaiEw+veVYTh2XF8XVCSF6o0nb1/LWwmf4GogDjiNYzLGNBDBCCHFQOgpfdgIzlVK713eJTBsH0aNomsZLlZVYvd6DHqNsq63tb0+axUxcUmjvxKYMGcLA6dM5ed48YpKSQjr2/pyRkcFgs7njC4UQPcKtJw7n6qmD2x5/samGi19eTpPr4H+2RYPPH+BfS4uY/uhXbe20AVLjjDx57jheuWwSuSnys0kI0UWLF8Mpp6BzuRhKsJhjKlC293USwAghRJd11Gr6ZoJHj365SNG58EXTNC1qvXal4G7ovV9Xx8dW60G/XwtofPNWMS2OYA2WMb/KxjIkMSRra9i2jZShQyN+7GdsQgLX58ldZSF6G03TeGThZuZ+tb3tucKsBF64ZCKDM0JfhyrUlu+wcvcHG9hU1bzH87PH5nL37NFkJMTs551CCNGBQYOguHiPpzyAqfXPNmCP21sDB0JRUSRWJsQ+pOCu6G0OGJBomvZ3pVQNcDKQC0wHSoCi8C9N9BQ/2e180o3gBaCuwtkWvBhjdGQPDE0Hooply/jk2muZcMMNjLvmmpCM2RnpRiOX5eREbD4hROgopbhj1kjS4k3c/7+NAGytsTPnmSX8/fzDmT4iK8orbN+2GjuPLdrMJ+v3rLtVkBbHPXNGc9zI7P28UwghOumVV4I7Wpy7jon/Ery8A1wLLATGQ7D70SuvRHyJQgjRW3W4O0XTtPnAfAClVAB4RdO0e8O9MNEzWL1e5lVVdfusWdkWW9ufc4clodN3f5dK1Zo1fHr99SQNGMCIs87q9nidpVeKqywW4qTOixC92lVTh5CREMMdb6/D4wvQ3OLjildXcuXRg/ndzBERb0W9P+WNLp78bAtvrykjsNsPY7NRz43HDePKYwb3mLUKIXq56dOD3Yz2CmAgGLjEA8cDH+mNeJ55henS9UgIITqtqz02/0Lw+KfoB3yBAC9UVOD0d68Ypdvpo7bE0fY4f3j367HUrl/PJ9dcQ3xmJifPm4c5La3bY3bWaRkZDJE6L0L0Cacdnsfb1x1FbnIsAJoGLy3ZySlPL+GHkoaorm17rZ0/vLOO6Y98xYLVewYvs8fm8sVvf8UN04dJ8CKECK1fApi4uD2eHkTwS0AyMF2n56JvK/nTis00dKMeoBBC9CcHrPnSW0nNl9CYX13N4sbGbo+zY10DW1cHjy2lZscy+aT8bo3na2lh/oknojeZmP3aayRYLN1eY2cdFh/PDXl50lZaiD7Gandz65tr+WZL7R7PnzE+jztmjiSnNZwJN03TWFnUwMtLdrDo52r2/hU9tTCDO2aO5LD88HdzE0L0c63Fd3ffARMwm7lw9i0sWDgPrcVO/jVzOebssVw4Op8ZqakYdF29ryvEwZOaL6K3kfBFtOuH5maer6jo9jiapvHt2yW4moN3RQ6bmkXusO7vfClbsoSkgQNJGjCg22N1VqrBwF2DBklbaSH6KE3T+M+KEh7430acnl07/mKNOs6dOICrpg5hQFrcAUY4eFa7m3fWlDN/ZQnbax37vD6+IIXfzRzBUUMzwjK/EEK0a/cAJi4OPvqInYdNZtaDb1P749ckTjodg1HHhBm5FOYncXZmJuMSQ9NQQYiOSPgiehsJX8Q+rF4v9xcXd/u4EYC1wsmqhcEQx2DSMe3cQegNB3dXxFZWRt369QyZNavb6+oqnVLclp9PYVx4vngJIXqO0non9330M4t+rt7jeb1OMX1EJmeMz+e4kVndPu5T1uDk85+r+XRDFSt21u9xrOgXx43M4tpjhzB5cJrsuBNCRMfixXD55cHiuq01Xn6uauKMfyylxeXHU1uE3qDjqIuOJCXLzKi4OM7JyiI3RjqvifCS8EX0NhK+iD0ENI1HSkvZ4XKFZLy1X1VRtdMOQMGoZEZNyTyocZx1dXxw4YV4bDbO++wzTAmh6ZbUWadmZHBSenpE5xRCRNf32+p48JONrC+37fNarFHHpEFpHD0sg0NykxiRk0hmQky7AYmmaVgdHrZW29lW08wPpY0s31FPeWP7P2fjTXrmjMvjsqMGMSJH7iALIXqmL0pque7llRQ/fyN+RwO5F/+Voy6cQkpmLDql+FVyMnMyMqRBgQgbCV9EbyPhi9jDu7W1fFpfH5KxPC1+vvrvTrRA8PFRpw4gMa3rd0E8zc18eMklNBUVcfIrr5A9blxI1tdZI+PiuCU/X+46C9EPaZrGkm11PP/1dr7bZj3gtSa9jvQEE0mxRpQKhtk2lw+rw43Xf+DftUrBhIJUzpk4gJPHWIiP6bAZoRBCRN3cTSU8/MxCSl+9A6V05F7yN446fxLJmcE6WfF6PXPS0zk2JQWdfI4SISbhi+ht5NOdaLPJ4WBhiIIXgPKttrbgJTkz5qCCF19LCwt//Wsatm1j5ty5EQ9eEvV6rrBYJHgRop9SSjG1MJOphZkUWx28s6acD9dWsKNu37osHn+AyqYWKptaOjW22ahn4qBUZh6Sw4zR2WQlRaaorxBChMo1w/PZdsVU3vI/RPm/7qTiX3eyVD3MkedPIDkjFoffzxs1NXzT1MS5WVmMkOPbQoh+TMIXAYDd52NeVRWh2gelaRqlm3dt1R8w4uA6c+xYuJDK1as57tFHGTB1aohW1zkKuNxiIdkg/5kIIWBgejy3njicW08cTlmDkyVb61hb1simqma2Vtuxu337fW+8Sc+QzAQKsxMYkZ3IpMFpHJaXjFEvnUGEEL2XQafjd4cMpvZSL19rD1L+rz9g/fo/rEqzMGlWHknpwRtv5W43j5eWcnhCAmdnZZFuNEZ55UIIEXly7EgAMLe8nLV2e8jGqyt3snpRaArt1m3cSMaoUSFbW2fNSEvjzMyDq1EjhOh/nB4fVrtnjxAmMdZAenwMZpPUPBBC9F2f19fz8qYyvn99GVpsBjpjDMYYHRNn5ZG0185no1KcmJbGrLQ0YqQ1tegGOXYkehv5iSf4prExpMELQOmmprY/5w1L7FLwomkaa+bOpe7nnwGiErwMjo3ltAxp6SqE6Lw4k4EBaXGMsiS1/ZOfGifBixCizzs+NZWJA1I56oIjMMWbCbTYqVjwV5a9uZbmevce13o1jY+tVv68cycrbPsWNBdCiL5Kwpd+rtrjYUFtbUjHbHH4qC3dVQ9hwMiuHTla++KLrPr739n+8cchXVdnmXU6rrJY0EudFyGEEEKIDimluCwnh6ysOCbOzEVz1OLavpKyf97JsrfWY29w7/OeRp+PlysreaSkhNKWztXKEkKI3kzCl34soGnMq6zEEwiEdNyyLTZ+Oc2WlmMmPtnU6fduWrCAFY8/zrDZs5l8220hXVdnXZSdTYap82sWQgghhOjv0o1Gzs3KIjkjlqMvnUru+ffhdzRQ+urvWfrWBuyNnnbft83l4oHiYl6rqsLu23/tLCGE6O0kfOnH/me1UhTiOw2BgEbZll1HjgaMTOr0e0u++opv77mHAVOnMu3BB1FROAd8THIyE5M6v2YhhBBCCBF0VHIyYxMSSM6M5eirTiDnvHvwN9dS9uqdLHt7A46m9gMYDfi2qYm7iopY3NBAoA/WpBRCCAlf+qkil4uPQ9hW+he1pQ7cTj8AJrOerIKETr9309tvkz5iBCc8+SS6KFTBt5hMnJuVFfF5hRBCCCH6iouzs0nU60nJjGXqVTPIOeduQKPF5mDVpxU4m737fa/T72d+TQ0PFBez1emM3KKFECICpNtRP+QNBLivuJhqT/t3H7pj1cJyrBUuAIaMSaVwQnqn3xvwevHY7cSmpoZ8XR0xKsWdBQXkx8ZGfG4hhBBCiL7kh+Zmnq8Idr2sr3Kx6tNSNE2HpgWIMfmYcggj5bcAACAASURBVFoh5oSOb7RNTkrizIwMUqQ1tWiHdDsSvY3sfOmH3qmrC0vw4rR524IXgPwRHR/faWlo4Ivf/haX1YrOaIxK8AJwVmamBC9CCCGEECFweGIiU1qPcaflmJkwIx+dXtHw+T8ofun3LH93C25nx/VdVths3F1UxGf19XIUSQjR60n40s9scTpZ3NAQlrFLN++q9ZKZH9fhHQ2fy8Wn111H0eefYystDcuaOmNsQgLTohT6CCGEEEL0RedmZZFqMACQnhvHuONyMA+diKdmJ0Wv/JFl723B7eo4gGkJBHirtpb7iovZIkeRhBC9mIQv/Yg7EODVqirCcd8g4Nco32pre5zfQXvpgN/Pl7ffTs26dRz3yCNkjxsXhlV1LNVg4NKcnKjMLYQQQgjRV8Xp9Vyy22eszPx4jrpqNlmn3YmnahtFL/+J5R9sx9Pi79R4FW43j5WWMq+yEpt0RRJC9EISvvQjb9XWYvXuv8hZd1QV2fG6gy2rY+MNZObF7fdaTdP4/oEHKPr8c4764x8ZPGNGWNbUEZ1SXGmxEK/XR2V+IYQQQoi+bHR8PL9KSWl7nDUwgSlXn0rGnNtxV2yi6NW/sGphOV535wIYgOU2G3/euZPFDQ30xdqVQoi+yxDtBYjI2ORw8E1jY9jG3/3IUf6IJJRO7fdaj81G+XffMeaKKzj04ovDtqaOnJSWRmHc/kMiIYQQQgjRPWdmZrLB4aCu9QZgzuBEplx9Jsv8fnSxCTTXe1j9WQUTZ+RhMHXuvrArEGB+TQ1LbTYuzM5moNTtE0L0ArLzpR9wBwL8q7o6bOM317tprG4BQCnILzxwod2Y5GROW7CAI373u7CtqSNDzWZOTu98JyYhhBBCCNF1MTodl+fksPttudyhiUy++mzMQyYAULViGSs/LcLnDXRp7OKWFh4qLmZ+dTUt/s7vnhFCiGiQ8KUfeCeMx40Aijfu2vWSPTCBmLj2N1RVrVnDN3fdhd/jISYpCaWLzl+/OL2eqywWdGr/u3OEEEIIIURoDIuL44S9mhvkD09i1JRMvPXl1Cy4m20v3MPqhSX4fV0LYDRgcWMjdxcV8UNzcwhXLYQQoSXhSx+31enk6zAeN/K4/VRu3/WLrmB0+4V2baWlLLrhBipXrMAb5Ur1F2dnk2Y8cCcmIYQQQggROqdmZGAxmfZ4rmBUMofOGkvaidfh2raCLS/8hR8+KyPg73otl0afj+crKphbXk5DGG86CiHEwZLwpQ/zth43CmcpsvIttrZfkIlpJlKy9j1z625q4tNrr0ULBJj1j38Qu1vhtUibmpzM+MTEqM0vhBBCCNEfGXU6LsvJ2Wfn8aBDUhh/1cWkHn81ri1L2fSP+/jh8/KDCmAA1trt3FNUJAV5hRA9joQvfdiHVis1Hk/YxtcCGqWbdh05KhiVgtrrF2rA6+Wz3/wGW2kpJz79NMmDBoVtPR2xmEyck5UVtfmFEEIIIfqzQWYzs9LS9nl+yJhUDr/qMlKmXYFz07eULP6Sdd9UEQgcXHjS0lqQ95HSUird7u4uWwghQkLClz6qtKWFzxoawjpHbakDl90HgDFGh2VIwj7XNO7YQd2GDRx7773kTp4c1vUciEEprrJYMEWpzowQQgghhIBT0tMZEBOzz/NDx6Ux7qoryL7wYeJGHEV1kYP131ajHWQAA7Dd5eL+4mI+tlrxyy4YIUSUyTfRPiigafyruppAmH/J7F5oN394EnrDvn+d0kaM4LxFixh++ulhXUtHzsrMJF/aEAohhBBCRJVeKS7LycGw125ppRSFE9IZPuNIADzV2/n55b+zfklVt44P+TSN9+vqeLC4mNKWlm6tXQghukPClz7o84YGSsL8y8Xe6KG+0hV8oGDAyD0L7e787DPWzZuHpmnE7lXdPtLGJCQwPcprEEIIIYQQQfmxsZySnr7P80opRk7OYMDIJJzbV2Jb8Q7rn3+Un7+v6Xb9ljK3mwdLSni/rg5foGsdlYQQIhQkfOlj6jwePrRawz5PycZdHZSyBsRjTtjVPaj2p5/48vbb2bFwIYEoV5tPMRi4LCcnqmsQQgghhBB7mpmWxqB2diUrpRg1JZPRl1xF0uQzaF7zP9Y99zgbl9d2O4AJaBofW608UFIS9huVQgixNwlf+pj/1NTgCXOa7/X4qdjWfntpe2Uln15/PXHp6cx49ln0e7UUjCQFXGGxEK/XR20NQgghhBBiXzqluDwnB+Nex48gGMAcenQ2o664icQJs2le9T7rnnuKLavqQtLBqMLt5qGSEj6sq5NaMEKIiDFEewEidFbabGxwOMI+T8XWZvy+4C+qhBQTaTlmADx2O59edx0+l4uT580jLiMj7Gs5kFlpaYyIi4vqGoQQQgghRPtyYmI4LSODBbW1+7ymdIrDjs0hELiVjQE/3tpidq61ojfoGHb4vkeWuiqgaXxktbLO4eDynBxy2ykCLIQQoSThSx/h9Pt5s51fXKGmaRole7SXTm5rL12xfDmNO3Yw67nnSCssDPtaDmSI2cycKIc/QgghhBDiwI5PTeVHu52tLtc+r+l0irHTLAR8v6W2xIbSG9i2qhqdXjFkzL4tqw9GSUsLDxQXc1pGBiekprZ9rhVCiFCTY0d9xDu1tdh8vrDPU1vmxGkL1nExmHRYhia2vTbo+OM5b9Ei8o85JuzrOBCzTseVOTno5JenEEIIIUSPplq7H8Xo2v9aotMpDj8+l8yCZAItdqpeu51Vz75A0fqGkK3Bp2m8VVvL42Vl1Ee5XqEQou+S8KUP2OFysaSpqeMLQ6B4/a5Cu/mFSRiMOrZ/8gml334LQILFEpF1HMhF2dlkRLHWjBBCCCGE6LwMk4kzMzP3+7pOrxh3XA7pA9MwpOXT+PWrrJz7MsU/N+73PQdji9PJvUVFrLTZQjquEEKAhC+9XkDTeL26mkiUCrNZ3dRXBbeEKhUstFvz0098deedrH3ppZAUQOuuo5OTmZiUFO1lCCGEEEKILjg2OZlRB6jVpzfoGH9iPoVX/JG44UfR8OVLrHzuVUo3h/YGpCsQ4KXKSuZVVtLi94d0bCFE/xb18EUpNUsptVkptU0pded+rjlHKfWzUmqDUuo/kV5jT/ZlQwNlbndE5iresOvuQvagBAKOehZdfz1xGRkc/8QTUT8jm20ycW5WVlTXIIQQQgghuk4pxaU5OZj3c/wIwGDUMWHWAIZeeRfmwinUf/Y8K158k/Ktod+pstxm477iYna0U4tGCCEORlTDF6WUHngW+D9gNHC+Umr0XtcUAn8AjtY07RDglogvtIdq9Hr5wGqNyFwtDh+VO3a1l84fFsuiG2/E43AwY+5czGmhKXp2sAxKcbXFst/zwkIIIYQQomdLNRo5p4MbaQajjomzChhy+V0kHH4SsQMOZf13NXt8Tg2VOq+XR0pL+cRq7RE7vIUQvVu0v6lOBrZpmrZD0zQPMB84da9rrgae1TStAUDTtJoIr7HHerO2FncgEJG5SjY28svvnNTsWGq+W0jtTz9x3MMPkz5iRETWcCBnZmYyIDY22ssQQgghhBDdcFRyMmMSEg54jTFGz6STBzHovFswJGWi+f2s/M9iqorsIV9PQNN4r66OJ8vKItLcQgjRd0U7fMkDSnd7XNb63O6GA8OVUt8ppZYppWa1N5BS6hql1Cql1KraCLRcjraNDgerm0Of8LfH5w1QunnXds6Bh6Qw8pxzOPWNNxh0wgkRWcOBjElI4LjU1GgvQwghhBBChMDF2dnE6/UHvMYUo2fizDwSUkzYVr5P1et3svS5N6kpcYRlTZtai/FudIRnfCFE3xft8KUzDEAhMA04H3hRKZWy90Wapr2gadpETdMmZh6gWnpf4AsEeKMmchuAKrbZ8HmCO2wC1esw+WpQSpF9+OERW8P+pBgMXJqdHe1lCCGEEEKIEEkyGLigE3X8TLF6Js7KJWfaqcTkjaL2g0f57vm3qS0LT0DS7PfzVFkZ79fVEZBjSEKILop2+FIODNjtcX7rc7srAz7QNM2radpOYAvBMKbf+qyhgWqPJyJzaQGN4g3BKvKe2iIq5t/P9w/cH5G5O6KAKy0WEgyGaC9FCCGEEEKE0MSkJCYlJnZ4XYzZwOTZQym4/H5iLMOpfe9vfP+P97FWOMOyLg342GqVY0hCiC6LdviyEihUSg1WSpmA84AP9rrmPYK7XlBKZRA8hrQjkovsSRq8Xj6ur4/YfLWlDpzNXvzOJmrfuR9TQhzTHnooYvMfyP+lpzP8AC0JhRBCCCFE73V+djbJnbjJFhtvYMqpwyi4/AFM2UOo/eAxVn60lfqq8HUq2ux0cn9xMVud4Ql5hBB9T1TDF03TfMCNwEJgI/CmpmkblFL3KqXmtF62ELAqpX4GFgO3a5oWmRY/PdCC2lo8ESqyC1C0oRHN76P2/b/id9Qz89lnie8Bx3yGms3MTk+P9jKEEEIIIUSYxOv1XNzJz53mBCNHnDacgksfJOvse1DGeNZ8VkFjTfgCmCafj8fLylgUwRujQojeK9o7X9A07WNN04ZrmjZU07QHWp/7s6ZpH7T+WdM07TZN00ZrmnaYpmnzo7vi6NkUwSK7AA3VLhqqW2he/QHukp846q57yBo7NmLz70+cXs9VFgs6paK9FCGEEEIIEUaHJSRwTHJyp66NSzRyxOkjSBp2KACNqxey5IVPaaptCdv6AprG27W1/KOiImJdSIUQvZMUy+glAprGfyPcxWnnTw0AJI4/hYxh+RxyzhkRnX9/Ls3OJs1ojPYyhBBCCCFEBJydmclGpxOr19vhtfHJJibOymP5hztpXvU+DU1VfKvXc+w1M0lKjwnbGtc0N1PpdvPrvDyyTaawzSOE6L2ivvNFdM7ixkYq3O6Izdfc4KZi7VYCbgfKYGLSlWdFbO4DmZaSwrhOFF8TQgghhBB9Q6xez2U5OXR2z3NCionJJw8i75IH0CdmUvnG3Xz70uc0N4T3s3Slx8ODxcWss9vDOo8QoneS8KUXaPb5+LCuLqJzbl1WSs2Cu6l55wGyCuJJSIl+gp8fE8PZfbyNuBBCCCGE2NfwuDiOT03t9PWJaTFMOfMw8i55CH18ChWv38WSeV9hbwxvx9CWQIC55eX8z2pFk3bUQojdSPjSC7xXV4crgmdInU1uNjx9Nz5bHanHXsLgMZ3/RRcuMTod1+TmYtDJX1khhBBCiP7otIwMLF040pOUHsMRZx5G7kUPoTcnYt++nlWfluNoCm8AowEf1NXxQmWl1IERQrSRb7I9XElLC981NUV0zq8feALXjtWknXANlomHk5IZG9H523NBVpacnxVCCCGE6MeMOh1XWCzou9B0ISUzliPOGkv+1c+QNOlU3C4/K/9XirO54/ox3bWmuZmHS0qo70StGiFE3yfhSw/335oaIrlhcfuiLyj94FXiDzuBhHH/x+DDor/rZUpSElM6WeVeCCGEEEL0XQWxsZycnt6l96Rmm5l4yjB0eoW7YjM7nrmG7/71PS57+EORMrebB4uL2e4KX8trIUTvIOFLD7bKZmNbhH9Qu1QeCWNnkXbir0nOiCU91xzR+feWbTJxQXZ2VNcghBBCCCF6jv9LS2NwbNd2ZqflmBl/ggV9XAKa20nJvDv57rUVtDh9YVrlLs1+P4+XlrLcZgv7XEKInkvClx7KGwjwdgSL7PpaWvC4vFTXmEifdSM6YwyDx6SiurCtM9SMSnGNxUKM1HkRQgghhBCtdEpxucWCqYufEdNz45h81kSyL3gATQtQ/NIdfP/6Styu8AcwPk1jXmUl79fVSSFeIfop+VbbQy1qaIjY+VBN0/jqzjv56Mpr8bqDv3zikoxkF8RHZP79OScri/wu3tUQQgghhBB9X7bJxJkZGV1+X+aAeCafNZmc8x5A83vZ+eIdLP3vOjwt/jCscl8fW628XFmJVwrxCtHvSPjSAzV6vSysr4/YfD+98go7Pv0ULXUESgX/Sgw+LBWli96ul4mJiRybkhK1+YUQQgghRM82LTWVQ+K7frMwa2ACE8+ZQvZ59xM7cBwtPjOrFpbjcUcmgFnZ3MwTZWU4/JGZTwjRM0j40gO9V1cXsbZ05cuWsfzRR8k6YjrxE84AwJxgIHdYYkTmb0+m0cjFUudFCCGEEEJ04NKcHOL1+i6/L2dQAhPOOpKMk36D0htpLKtl2YJ1eCMUwGx3ufhrSQk1nvC2vRZC9BwSvvQwxS0tLItQMS57ZSVf3HoryYMHkzDthrb6LkPGpqKL0q4Xg1Jck5tL7EH8EhVCCCGEEP1LssHARQd50y53aCKHHpOFpmnUvH0v2+bezrK31uP1RCaAqfF4eLikhJ3SCUmIfkHClx5mQQRbS7c0NGBOT2f0TQ/gJ1hbJTbBQO7QpAitYF9nZ2ZSIHVehBBCCCFEJ41PTGRK0sF9fs0rTOKQo7NInXY5/uZats29neVv/xyxAKbZ7+fxsjLW2e0RmU8IET0SvvQgPzQ3szWCyXfG6NGc9vZ71DYktz03ZEwqOn10dr2MT0xkWmpqVOYWQgghhBC91/lZWaQbjQf13gEjkhl/znSyzrobX1M1W+fezvJ3NkUsgPEEAjxXUcG3jY0RmU8IER0SvvQQvkCAdyLUWnrjf//LsocfJuDzUb61ua26e2y8gbxh0dn1kmk0cqnUeRFCCCGEEAchVq/n8pwcDvYW4oCRyYw/93gyz/gT3vpyiuY/yepFFRELYAKaxmvV1fzPao3IfEKIyDNEewEi6KvGxogU3Kr+8Ue+u/9+co84Ar9fY+dPuxL2aO16MSjFtVLnRQghhBBCdENhXByz0tL45CC7hg4YmYx2wQzW6HQY0/JpqnWzelEFE2bkYjRF5nPqB3V12Hw+zsvKaqvHKIToG2TnSw/g9Pv5OAKtpZ11dXz+m98Qn53NcY8+SvlW+65dL3EG8gqjs+vl3KwsBkidFyGEEEII0U2zMzIY2I3PlQUjkxl/7gkYEtPRAn6K3n6R5e/8jM8TmU6kELwp+3JlJX4tUpUghRCRIOFLD/A/qxWHP7xbGgNeL1/ceistjY2c+PTTGOKT2LGuoe31wVHa9TI5KYljU1IiPq8QQgghhOh79EpxpcWCSXfwX3MKRiUzakoG3rpimle+z9Znfseyt9dHNIBZ2dzMs+XleAKRm1MIEV4SvkRZncfDVxEorlW3cSM169Zx7H33kTFqFMUbGvG6gz/MYxMM5A+P/K6XHJPpoFsDCiGEEEII0Z5sk4lzMjO7NUbBqBTGzplM5ll/xtdY1RrAbIhoALPB4eCpsjJcYb5JK4SIDAlfouzdujp8EdhSmDVmDOcuXEjhnDl4WvwUrd8V+AwblxbxXS8mnY5rc3OJ6cZdCSGEEEIIIdozNSWFsQkJ3RqjYFQK4889nqyz78Znq2brM7ex7K3I7oDZ5nLxWGkpdp8vYnMKIcJDvvlGUZHLxarm5rDOUb95M1s/+ACAhJwcAHb+1IDPG/ylEZ9sJHdoYljX0J6LsrPJjYmJ+LxCCCGEEKJ/uDQnhxRD9/qLFIxKYdzZx5F19l8ItNip31HC6s8q2j5LR0Kp282jpaU0er0Rm1MIEXoSvkTRW7W1YR3fbbOx6KabWP7II3jsdgBaHD5KNja1XTNsfDpKF9ldL8empHBEUnSK+wohhBBCiP4hXq/nsm60n/7FwNEpjDtrGrnXvkRM3kgaa1pY+dGOiAYwlR4Pj5aWUi8BjBC9loQvUbLObmeryxW28bVAgMW33469spITnnoKU+u2y+1r6wn4g8ecktJjyB4YH7Y1tGdgbCzndvMMrhBCCCGEEJ0xKj6eE9PSuj3OwNEpjD4mD4DmHz5m48NXs/TNtRENYGq9Xh4pLaXW44nYnEKI0JHwJQoCmsY7Yd71smbuXEq+/poj//AHcsaPB8Bh81C+xdZ2TeGEdJSK3K6XeL2ea3NzMUidFyGEEEIIESGndbP99C8Gjk5h5BEZmLKG4Hc0sfXpW1n63x8iWgOm3uvl0dJSqiWAEaLXkW/BUfB9UxOVYfyB2bB9O6uffZbhp53G6PPPb3t++w/1/FLbNzXHTHquOWxr2JsCrsjJId1ojNicQgghhBBC6JXiKoslJI0eBo5OYewZx5B97n34nTa2Pn0b389fg9cduY5EjT4fj5WWUuV2R2xOIUT3SfgSYd5AgA+t1rDOkTp0KDPnzuWYe+5p29nSVNtC5Q572zXDJ6RFdNfLyenpHNrNivNCCCGEEEIcjCyTifOzskIy1sDRKYw97Wiyz7ufQIudrc/+luUfbMcTwQCmyefjsbIyKiWAEaLXkPAlwj5vaKAxTK3ivE4ntevXAzBw+nQMrdsrNU1j88q6tuuyCuJJyYrcrpdD4uM5JT09YvMJIYQQQgixtyOTk0PW9GHgISmMO/1oss57gOTJZ+Cw61j1aTmelsgFMDafj8clgBGi15DwJYIcfj8L6+vDMramaXzzpz/xwUUX4dyrnkxNiYOG6hYAlILhEyMXhKQbjVxpsUR0l40QQgghhBDtuSAri8wQHYMvGJXM+DOPJHH8yQDUrvuRJf9citsVnhut7ZEARojeQ8KXCPrYasUVCE9Brp/++U+2f/wxE66/nrjdugkF/BpbVu065jRgZDLxyaawrGFvRqX4dW4u8Xp9ROYTQgghhBDiQGL1eq7OzcUQohuD+cOTOfSYLLSAH+vHT7DjH7/j21eW0OKMfAAjRXiF6NkkfImQeq+XrxobwzJ2xfLlLH/kEQadeCJjr756j9dKNzfhtHkBMJh0DB3X/VZ7nXVhdjYDQlBZXgghhBBCiFAZGBvL6RkZIRsvrzCJMdNyyT7rbpROT9ELt/PNi1/hsntDNkdHbD4fj5eWUiMBjBA9loQvEfKh1Yrvl1ZDIeSsreXzW28lqaCAaQ89tMfxHq/bz/Yfdx1zGjImFVNsZHahTEtJ4cjk5IjMJYQQQgghRFeckJbGmBA2g8gdmsiEMyaSc9HfUDFxFL98B1//4zNczZELYBpbAxirN3JzCiE6T8KXCKh0u1lms4Vl7Ni0NEafdx4znnkG016/QHasa8DrDh5zMicYGDg6JSxr2NtQs5lzQlRNXgghhBBCiHC4LCeHVIMhZOPlDE5g0unjsFz0V/TxydQv/5QVn5S37UKPhIbWAKZBAhghehwJXyLgvbo6AmHY9eK22dDp9Uy8+WZShw7d4zVHk4fin3cdcxo+MR2dPvxFb1MMBq7LzUUvBXaFEEIIIUQPFt9a/0UXws+tWQMTmHTaGHIveYy0GdfT4vCx/H/FOJoidxyozuvlibIybGHqsCqEODgSvoTZTpeLH+32kI+7acEC3jz5ZGwlJfu8pmkam5bXobXW9k3JjCV7UOi2Ve6PQSmuy80lKYR3EIQQQgghhAiXoWYzp4Ww/gtA5oB4Js4Zid5kxG9voGjujXz5xFvYGyMXwFR7PDxZVobTH7nW10KIA5PwJczerasL+Zg169ax5N57SSssJCEvb5/Xa0ud1JU72x6PnJIRkVbPF2RnM9hsDvs8QgghhBBChMqM1FQOjY8P6ZgZeXGMP9GCPsaIMsRQ+eYDfPHI69iskWsJXe5281RZGS0SwAjRI0j4EkYbHQ42O50dX9gFLquVz26+mbjMTI5/7DF0e7Vx9vsCbFpR2/Y4f3gSyRnh7zg0LSWFo6XArhBCCCGE6GWUUlxhsYS0/gtAuiWOyXNGkHvh/cTkjaL6nUf44m//pKHaFdJ5DqSopYW5FRV4A4GIzSmEaJ+EL2EU6l0vAZ+PL267jZaGBmY8/TSxqan7XFO0vhFXc/B8p8Gko3BCekjX0J7hcXGcKwV2hRBCCCFELxWv13NNGOoWpuaYmTynkNwL7yV24FhqP3icr5+cj7UitDdoD2Sz08mLlZVhqUEphOg8CV/C5IfmZopbWkI6pt/txmA2M/Wee8g45JB9XnfZvexY19D2uHBCethbS6cbjVxrsYS0UJkQQgghhBCRNsRs5szMzJCPm5IVyxGzh5J34T0kTpiDKe8wVn9WQU1x6OtC7s9au51/VlWhSQAjRNRI+BIGmqbxfhhqvRjj45n53HMMP/30dl/fvLKOgD/4AzUxzcSA4UkhX8PuYnQ6rs/NJUEK7AohhBBCiD7g+NRUJiQmhnzcpPQYpswZTO6c69HHpxDwevn2qdco32YL+Vz7s8xmY0FtbccXCiHCQsKXMFhus1HpCV018/otW/jo0kuxV1Xtt3BubZmD6iJH2+NRUzJRuvDtRlHA5Tk55MeGv56MEEIIIYQQkXJJdjbZJlPIx41PNjH55DziEo04NizG+vGTfP2nuynZUB/yufbni4YGPrFaIzafEGIXCV9CzK9pfBjCH2hum43PbrqJhh079hu8+LwBNi7dlWLnDk0kNTu8XYfmZGRweBjuCgghhBBCCBFNsXo9v87NJUYX+q9K5gQjk0/KI3vqySQdcRb2Hz/hmz/dyfYfIrcj5b26Or5raorYfEKIIAlfQmxJUxN1Xm9IxtICARb//vfYyss58cknic/Obve67T/W47IHi+waY3SMmJwRkvn3Z1JiIielh7+QrxBCCCGEENFgiYnhkv189u6umDgDk0/OZ+BZ15Lyq8twbvyG7//frWxaWh6xmiyvVVezzh65mjNCCAlfQsobCPBxCHe9/PD885QsXsyRd95JzoQJ7V5js7op3tDY9njEpIywFtkdFBvLpTk5YRtfCCGEEEKInmBiUhIntNNdNBRMMXomzcpj0GkXkTbzRtwVm9j67SY2La+LSAAT0DReqKhghytyba+F6O8kfAmhrxsbafT5QjKWz+1m+yefUHjqqRxy4YXtXqMFNDZ8X8MvP59Tc8zkDgvfUaBUg4Eb8vIwhmELphBCCCGEED3NmZmZDI+LC8vYBqOOCSfmMviUM8i95kVMmQMp2djE2i+KCQTCH8B4NY1nqsNa4AAAIABJREFUysupDmGtSiHE/sm36BBxBwJ8Wh+6YlmGmBhOfeMNpt5zz35rvZRsbMJW5wZAp1ccclTmfq/trhidjhvz8kiSzkZCCCGEEKKf0CnFNRYLqWH6DKw36Dj8OAu5oywA2Fa+x5o/X8mKt9fi9wXCMufuHH4/T5WVYQvRDWQhxP5J+BIiXzY00Oz3d3scr9PJyqeewudyYUpIwGBuv3Cuy+5l65pdR5yGjEklPjn0Vdkh+EvnKotFOhsJIYQQQoh+J9Fg4LrcXIxhusmp0yvG/iqbvMIkTJZC/I5GNjx8E9+9thyvu/vfLzpi9Xp5prwcdyD8YY8Q/ZmELyHg8vtZ1NDQ7XE0TePbP/+ZH55/npp16w543folNfh9we2I8clGBh8WnvOoAGdnZjImISFs4wshhBBCCNGTDTKbuTBMBXgBlE5xyNGZjJx1NDnnP4Tm97Llqd/w9YuLcTvDvyuluKWFFyoqCESo4K8Q/VHUwxel1Cyl1Gal1Dal1J0HuO5MpZSmlJoYyfV1xucNDThDsOtl/b//zbaPPmLib35D7hFH7Pe6ss026itbi2MpOPSYLHT68CTx01NSOC5MhcaEEEIIIYToLY5MTub4MH4uVkoxYlIGh50yiZwL/4YyxrLzhTv47s0NOJrCX5dlvcPBGzU1YZ9HiP4qqgU8lFJ64FngRKAMWKnU/2fvzuObru8/gL8+OZo0bXrf6cXRu9zlVARFER3CnCJTJsqmDhzoRJ1DfzrRMXXT/Zw/J4goKhPnrYiIgJxaEQuUuxQoZ9v0Su8zx+f3R9py2BZKk6ZJX8/HI48m3+8n38+7JRTyyucQq6SUBy9opwfwIIAfu7/KjtVardjggFEvBTt2YPsLLyBuwgQMue++dtvVVZtx+KfS1sfxaQEICGt7alJXDfL1xfSwMKdcm4iIiIjI3dwaGor8xkbk1NU5rY/49ECotUOwx+sfaDi1D2bpgx1r8jHsukj4hTh3GYCtFRUIUatxfVCQU/sh6o1cPfJlBICjUso8KWUTgP8CmNpGu2cBvACgoTuLuxTrTCY0dHF+pM1qxXdPPw2/mBhc/fzzEO3sJiSlxIELphv1H+KcX4xxWi3uiYx02gK+RERERETuRiEE7ouKQqha7dR+DP39MPyX6dAPuBoAUHnoJ6xb+CrKCpwX+rT4rKQEu6qrnd4PUW/j6vDFAOD0OY/PNB9rJYQYCiBGSvlVRxcSQtwnhMgSQmSVlJQ4vtI2VFss2FRR0eXrKJRKTFqyBNe/9hq89O1vFX06pxIm4znTjcaGQ6ly/B9hiFqNuQYDvLilNBERERHReXyUSvzBYIDWyf9XDo3xQcb1UVB5KVB7cCtM65dh/YK/ojCvyqn9SgBvFRbieH29U/sh6m169LtrIYQCwD8BPHyxtlLKpVLKDCllRmhoqPOLA7CuvLzLq4Kf+e47SCnhFxuLgL59221XW9WE3Kyzuxv1SQ9AQKjjhx36KJV4IDqaW0oTEREREbUjUqPBvZGRUDh5lHhguDdG3mhA1C1/hH7oL1D146fY+MifcHJf6cWf3AVmKfFaQQHKzGan9kPUm7g6fMkHEHPO4+jmYy30ANIBbBZCnAAwCsCqnrDobpXFgs1dHPWS88knWHPPPTj65ZcdtrPZJPZuKWqdbuQb4IX+Q4K71Hdb1EJgrsGAcC/nbFlNREREROQp0n19cWs3fOjrG6jBqJviEH3LPARcNRO1Bzdjy6PzcPjHAkgn7k5UZbHg1fx8NDhgYxEicn348hOABCFEHyGEF4BfA1jVclJKWSmlDJFSxksp4wFsBzBFSpnlmnLPWmsyoakLo15K9u3D9wsXwjBmDPrdeGOHbY/tNqGqtBEAIBRA+ljH726kEAL3RkWhr7dzFu8lIiIiIvI0EwIDcVVAgNP78fZVY+QvYhBz050IvuFBqPzDcfxALfZ/VwybzXkBTEFjI94oLOQW1EQO4NLwRUppATAXwDcADgH4UEp5QAjxjBBiiitr60ilxYKtXRj1Um8yYd0DD8A7JAQTXnoJig6m+JiM9cjbe3Y3pYShwfB3wirnd4SFYZCvr8OvS0RERETkyW4PC0OKTuf0fry0SgyfZEDcDVMRPGkuhBA4uSMHP7yfBUtT15ZC6Mj+2lp83E1rahJ5Mpcv7CGlXANgzQXHnmqn7fjuqOlivi4rg/ky018pJTY+8ggaysowZeVKaAMD221rbrRi39ai1sdBkd6IT3d8sj41JARjuyGxJyIiIiLyNAohMDsqCi+cPo2Cxkan9qVSKzD02kgczCzGmdwqlH75IoxVJagvfxZXzroaWh/nvL37trwckV5efM9A1AWunnbkdirMZmyrrLzs5wshMOieezDub39DaHp6u+2klDiYWYKGWgsAQK1RYMDYcIdv/XxNYCBuDHb8+jFERERERL2FVqnEPIOhWzatUCgE0q4IQ/+hwQiZPB9CrcHxJY9gw4sfobrceeHP+8XFyK1z/lbXRJ6K4UsnrTWZYLnMUS/1JhMAIHrMGPSfPLnDtvlHqmA8UdP6OO2KMIcn2SP9/HBbN+0MRURERETkyYLUaswzGKBx8hbUgP0D3f6DgzBk6jBEzXwR6tA4FLz/DNY9/RrKCpwTkFilxOsFBShtanLK9Yk8HcOXTujKqJeyw4fx32uvxZFVqy7atqqsEYe2n90+LjrRD+Fxjl2PZaCvL+6OiHD4SBoiIiIiot4qVqvFfd2wBXULQ4Ifhv8yDVEzn4N34ijU7NuCrLWnUHCs2in91Vit+HdBARq7sPEIUW/F8KUTvr7MUS+NlZVYN3cu1L6+MIwe3WFbc5MV2ZuMsFmbt5UO9ELyyJDLqrc9iTpdt/6jQERERETUW6T7+uI34eHd1l+IQYdRU/oj+vYnEHbbQkCosGd9Ho7scM5W1AWNjXirsNCp21wTeSKGL5eowmzGd5cx6sVmtWLjo4+i1mjEdf/6F3QdTPORUmL/tmLUV5sBAEq1wOCrI6BUOe6PqY9Wi7kGA9TdMBySiIiIiKg3usLfH1NDHPsBakf8gjUYdVMc/MIDIaVEyefP4/vHZmP3mpzWD3UdKbumBqvLyhx+XSJPxnfgl+hyR73sfPVVnN66FWOeeALhQ4Z02PbkwUoUn6ptfZx+RTh8/L063Wd7ojUaPBAd3S3zUImIiIiIerMbg4Mxvht3B/L2VWPEjQYER+qgH/oLmEtOYvczs/Hdikw0NVgd3t9XZWXYXe2c6U1Enojvwi/B5Y56AQDvwECkTJ+OlOnTO2xXXlSP3J/OrvMSm+KPiD6OW+cl0ssLf4yOhk6pdNg1iYiIiIiofb8OC0OGXt9t/ak1SgybGIX+k65D+B3PQVoakfu/D2DjK1+httKxC+VKAMuNRqdvr03kKRi+XILL2eGoZQ5k+syZGLtwYYcL2zbUWpC9yYiWLvxDNUga7rhhiuFeXpgfEwN9N2x9R0REREREdkIIzIqIQKqPT7f1qVAKpI8NQ/rk0Yi88yUofYNQ8Ok/8cMXJxy+E1KjzYbFBQWoszp+ZA2Rp2H4chGXM+qlqaYGn0+fjlObN1+0rdViw+5vC9FUb/+FpdYoMGh8BBRKxyyGG+blhfnR0fBj8EJERERE1O1UCgXmREWhn7d3t/UphEDfgYEY9stBiLzrRYTd8hdYrQpkrT2N04dMDu2ruKkJb3IBXqKLYvhyEevKy2HuxC8SabNh85//jNIDB6C6yC9YKSUOfF+MqjL7UD0hgMFXR8DbV92lmluEqtWYHx2NALVjrkdERERERJ3npVBgrsGAGI2mW/uNiPfF6F8lwTcmHgBg+nYZNj/yIA5sOQlpc1xYsr+2Fqu4AC9Rhxi+dKDKYsHWiopOPWf30qU4sWEDRv3pT4gaObLDtsf3VaAwr6b1cfLIUARF6i6r1guFqtV4OCYGgQxeiIiIiIhcTqdU4sHoaER6OW5DjUvhH6LFqJtioA/ygjo4BvV5O7HjiXux/cPdsJhtDuvn67IyZHMBXqJ2MXzpwDcmU6dGvZzauhVZ//oX+k+ejPSZMztsW3K6Fkd2nk2HoxP9EJPsd9m1nivcywuPMHghIiIiIupR9CoVHoqJQVg3BzBaHxVG3BiNflOnIey2Z2CtLsOBF2Zj46tfo67a7JA+WhbgLWpy7MK+RJ6C4Us7qi0WbO3kWi/533+P4KQkXPXssx0usFtV1og9m42tjwPDtUgZFdrhcy5VpJcXHo6J4VQjIiIiIqIeyF+lwvzoaIR08//XVWoFBl8TgZTJ4xEx859QeOtx8u2n8P1HOQ5biLfBZsPi/Hw02hw3oobIUwhPXBgpIyNDZmVldekan5SUYJ2pc4tRSSlhrq2Fl2/7W0TX15jx41dn0FhnX2BX66PCqJuiofHu+oK40RoN/hgdzV2NiIiIiIh6OJPZjJdOn0ap2TEjTzrjTG4V9m3MQ5MxD9q4gRACSBwejLjUAId8IJyh1+PeqCgHVNo+IcROKWWGUzshciCOfGlDrdWKLZe41ouUEtv/8Q+YcnMhhOgweDE3WbFrfWFr8KLyUmDYdZEOCV76aLV4mNtJExERERG5hSC1GvNjYrp9BAxgX/Jg9K+S4Jc8BABQlb0O2/70ALLXHYPV0vVRK1nV1djQyQ+yiTwdw5c2rDeZLnmo3J5ly7D3zTdxetu2DtvZrBLZG42oqbDPgRQK+85GvoFdX/E8WafDQzEx0CmVXb4WERERERF1j2C1Go/ExCDUBQFMQJg3Rt8UA/8QDSBtqD++C7ufvg/b3s5EQ52ly9f/pLQUR+scM52JyBMwfLlAndWKTZc46uXUli3Y8c9/ou+NN2Lgb3/bbjspJQ5kFsNUWN96LP2KMARHdX1no8G+vphnMECj4B8lEREREZG7CWwOYCK6eRFewL4EwvAbDEi6dRrCb/8bbE11OPLKPKx/4b+oKK6/+AU6YJMSbxQWosrS9SCHyBPwHfsFvi0vR8MljHqpyMvDtw8/jOCUFIxftKjduZFSShz+qQwFR89uu9Z/SBCi+nd9Z6Mr/P3x+6goqBi8EBERERG5rYDmACZa0/VR8Z2lVCmQfmUYBv9qHKLuehnq4BgUfrAI3634AWdyq7p07QqLBcsKC2HzwHVGiTqL79rP0WC1YuMljnrJXroUSrUaE//v/6Dy9m63Xd6ecpw8cPaahgQ/9B0U2OVabwgKwsyICCgcsCAWERERERG5ll6lwsMxMejbwXsLZxFCIC4tACNvHYjoWX9H6M0LoA6KxYHvi7F/W2GX1oE5XFeHVaWlDqyWyD0xfDnHpooK1Fmtl9R27DPP4KYVK6A3GNptc/JgBY7uPrvQVFicD1LHdG1LaQHg9rAw/DI09LKvQUREREREPY9OqcQfo6OR6uPjkv6Do3QYc3M/hI0cDwBoOHMQPy24C1uXZ6K++vJ3ZVprMmFfTY2DqiRyTwxfmjXabNhQXn7Rdoc//RQNFRVQenkhsH//dtsVHK1Czo9nE97gKG8MGhcBheLygxcvhQJzDAaMD+z6yBkiIiIiIup5NAoF5hoMGK7Xu6R/nV6Nkb+IRkRfXwAC1voqHP2/eVj39w9Qcqb2sq4pASw3GmFywbbaRD0Fw5dmWysqUHORUS/H1qzBlscfx7633+6wXdGJGuz/rrj1cUCoFoOviYRCefnBi59KhYejozGog62siYiIiIjI/SmFwO8iIzHBRR+6qtQKDLwqHINvGYuoWS9DHRyLoo/+im+f+Btys4ogbZ1fw6XWasXSggJYuf4L9VIqVxfQE5htNqy7yKiX0oMHsfnxxxE+dCiG3n9/u+2MJ2qwd7MRLb9TfAO9MPS6SKjUl59zRWk0mGswINgFW9AREREREVH3E0LgtrAwBKlU+LikBN0dWQghEJcaAP+QQdgV+HcYV7+Oqh8/wb4gA6pMv8TAq8LhpVV26prHGxrwSUkJbgsLc1LVRD2XkB6YPGZkZMisrKxLbr+pvBz/LS5u93y9yYTPbr0V0mbDzR9/DF1ISJvtjMdrsHfL2eDFx1+N4ZMM0OguP+NK9/HBvZGR0Co794uNiIiIiIg8w+7qarxZWAizi967NdZbsHdLEfIzM6GNHwQhFPBSNWHopL7wD9V2+npzoqIwuIvTqoQQO6WUGV26CFE36vXTjqxS4huTqcM2mYsWob6sDBNffbWD4KXa4cHLxKAgzDUYGLwQEREREfViQ/R6PBITA3+VayYuaLxVyJgYhbSp10AIBSzVpch7+Xf45omXcGK/CZ39QP+doiKUcf0X6mV6ffjyQ2Ulyi2WDtuMXrAAE199FaHp6W2eL8yrxt4tRQ4LXtRC4LeRkbgltGs7IxERERERkWeI9/bGgthYxGo7P9LEEYRCIGFYMIZMiISXXg9N7EBUbF2BrX+ah6xVh9HUeGm7xgJAndWKN7j+C/UyvTp8sUmJtR2MejHu2gWbxQJdSAhixo5ts82Z3Ers3eq44CVYrcZjsbEY6ed3Wc8nIiIiIiLPFKhW408xMS7bCQkAwmJ9cMUtieh79xMImng/Gk7uwd5F92LjvzegvKj+kq9zvKEBn5WUOLFSop6lV4cvP1VXo6Sd4W7GnTux+q67sPPVV9t9/vF95TjwfQngoOAl3ccHT8TFIcZFaTYREREREfVsaoUC90RF4dbQUChcNEpe56fGqMkxSLvjdkTM+DsAgdJtn+Cnr/ORt+fSpyFtKC/Hvpoa5xZL1EP02t2OpJT4uqyszXPVZ85g3dy50EdFYeCsWW0+98jOMhzfV9F6zC9Yg6HXRULj3fkfqUII3BQcjBuCgjjNiIiIiIiILuq6oCDEabV4o7AQVRdZRsEZFEqBlFGhCI4ah+wwA6wWASmBgxsPouhoIIbekHTRD6UlgOVGI56Ki0MAd3YlD9drR75k19SgsKnpZ8ebamqwds4c2KxWXL94MTT+/uedlzaJg5kl5wUvgRFa+4iXywheAlQqPBQdjRuDgxm8EBERERHRJUvU6fA/cXFI1OlcVkNYrA/G/joVQTFBkFKibPVLOPjcvdjw8pcoza+76PNrrVa8aTTCxvVfyMP12vDl63bWetn61FOoyMvDtS+/jIC+fc87ZzHbsHujEWdyq1qPhcboMOy6KKi8Ov+jHOjriydd/MuSiIiIiIjcl3/zh7k3BQe7bBqSt68aw28woN+gIARNnAPhpUP+u49jwxPP4VCmETZrx8FKbl0d1rQzK4HIU/TKaUcHamtxsqGhzXODf/c7xF51FaLHjDnveGOdBbs2FKKqrLH1WFQ/PdKuDINC0blfcmohMC0sDOMCAjpfPBERERER0TkUQmBySAiSdTq8ZTS6ZBtnRfNuSEGRVyI7MgZFqxejavtH+PHUXhTNWohhk1OgD9S0+/yvTCYk6XRI4AfT5KF65ciXtlLViuPHAQAhaWlI/OUvzztXXd6I7avPnBe8xKcHIH1s54OXeK0WT8bHM3ghIiIiIiKH6q/T4am4OIxy4c6pwVE6XDktAUn3/BkhU/4EoVCivl6N7V+ewYkDFe0uxmuTEm8WFqLWeulbVhO5k14Xvhypq8PR+vO3QCvMysLHU6bg4H//+7P2ZQV12PFVPhpq7YtYCQGkjg5F0vCQTq3RohICU0NC8FhsLMK9vLr2TRAREREREbVBq1RiVmQk7jcY4KdyzUQHjbcKQ6+LRMasWxB559+hUGtgqavF9hf+jh1f5La+t7pQucWCd43Gbq6WqHv0umlHF671UnXmDNbPmwd9dDT63XBD63EpJU4erETuT6VoCWeVaoFB4yMQGu3TqT77aLWYGRGBKE37w+yIiIiIiIgcZZCvLxK8vfFRSQkyKyu7vX8hBGJT/BEU6Y19W4tg3P4jqn76HPtzvkPJwYeRcccERMT7/ux52TU12FJRwZkC5HF6VfhysqEBB2prWx831dTgmzlzIG02TDpnZyOrxYaDmSUoOFbd2lars6e3+qBLD1C0CgWmhoTg6oAA7mRERERERETdSqdU4q6ICIzU67GyuBhFbez26my+AV4Y+YtoHI26Hjk6f5R+9RIK3v0zNufcjJS75iD1yiioNcrznvNRcTESvL354TV5lF4Vvnx9zlovUkpsfOQRVBw/jhuXLYN/fDwAoL7GjOyNxvPWd/EP1WDwNZHQXmSf+nMN1esxPTSU+9UTEREREZFLJfv44Km4OKwrL8fXJhOabLZu7V+hFEjMCEFI9ATsie+PwtWvo2rHpzjQWIvy0j8ibUwYQmPOzi4wS4k3CgvxeGws1Ipet1IGeSjR3oJH7iwjI0NmZWWdd6ywsRELT5zAud9t3tq1aKquRvK0aQAAU2Ed9mwuQlPD2UWeDAl+SB0dCoXy0kauRHp5YXpYGFJ8Ojc1iYiIiIiIyNnKzWZ8VlqKHVVVcMU7QXOTFYe2lyJv3UaoQ2Kh8g+HrbEOhpQQpIwKP28UzPiAANweHt7mdYQQO6WUGd1VN1FX9ZrwZXlhIbZXVQEAGsrLoQ0MbD0nbRJ5e8txNNuElt9AQgDJo0IRk+R3SVOGfJRK3BQcjHEBAVBwihEREREREfVgJxsa8GlJCXLq6lzSf9GJGhz8oQSN9RaUfLwQtqZ6RP7qIQyZMuS8NTb/YDBgoO/P14Zh+ELupleM4Sozm7Gj2r5+S/727Vg5YQJOb9sGAGissyBrXQGO7j4bvHhplRg+yYDYZP+LBi9qITApKAiL+vTB1YGBDF6IiIiIiKjHi9Nq8VBMDP4YHY2+3t7d3n94vC+uuDkWEX18oUsZi6aSEzj52h+wedFr2Le1AOZG+2yEd41GVFna3h2JyJ30ijVfvjGZYJMS5ceO2Xc2MhgQPngwygrqsHdrEZrqz04zCgzXYuC4CGh9Ov7RqITAlf7+uDE4GP4u2sKNiIiIiIioK1J8fJDi44NDtbVYYzIhtxtHwnhplRh8dSQi+8zA3sShMK56BeWb3sTOw9/BeNsCDP7FACDGB8uNRjxgMHATE3JrHp8aVFksyKysRF1pKdbedx+UGg0mvrYYJ3KbcHxv+Xlt+w4KRL/BQVAo2v9LrRYCV/j7Y1JQEAK5mC4REREREXmAlhDmeH091peXY3dNDWzdtERFeLwvxt01FAcT/45jX61G1faPYLZpsGtDISLifdE4MgTf6nS4NijI/oRNmzAQGNAtxRE5iMeHL+vLy1Hf0IB1f/gD6srKMOHfb+LALhuqTWeDFy9vJQZeFY7gKF2719EplbjK3x8TAgPhx5EuRERERETkgfp4e+M+b2+Um83YWlmJzMpKVHTDtJ+WUTARfW7HwaHXwNwoIa0W7H/tr8jffTPKJg9HwgRvxP24HZg8GWrAy+lFETmQZy64q9HIrLVrUXvVVViQl4cGqxVZ//oXbL5xqFQPgDxnZ7XgKG8MGBsOTTvbSId7eeGagACM9veHhtucERERERFRL2KTEgdqa/FDVRX21tTA3A3vH5sarDi8oxQnfjyAovcXwNZQC//R0zB9wGAsfudpKOrrkQEgS0rOQyK34ZnhixAyS6fDD++9h9ejomBV6LB/WxHKixpa29j3mg9GbMrPF9VVCYHBvr4Y6++PZG4ZTUREREREhAarFXtra7GruhoH6+rQaLNd/EldUFZQhz3rj6Dgi9dQd3ALkiCwFBJXAQxfyO14bvgC4DWVCo96aRF81/9C4RfZet4vWIMBV4XDN+D8kWp9vb0xUq/HcD8/+CiVICIiIiIiop+z2Gw4Ul+Pg3V1yKmrw+mGBjjjnaXVYoN+5QaMe/5hPGQzQw8gG8AIMHwh9+Kxi5esBfCAxYJrrXXwLzPiR79ICGFfVLfvIPuiugL2OY1DfH0xTK9HMBfQJSIiIiIiuiiVQtG6SC9gHxVzvKEBxxsacKqhAflNTShpaupyIJOStQNz//knaGxmXAfACICLQZA7cvnIFyHEJAD/AqAEsExK+fwF5+cDuAeABUAJgN9KKU92dM00IeRpAH0BbAOgVGnwh1nPon7mRBgifJCs0yHNxwfpPj5cPJeIiIiIiMgJLDYbSsxmlJrNMFksqLBYUG2xoNZmQ4PNBrPNBrOUkAAE7Ms/qIWAVqGATqmEXqnEpGHD4H369M+uzWlH5G5cGr4IIZQAcgFcB+AMgJ8A3C6lPHhOm6sB/CilrBNCzAEwXko5vaPregkhQwH8CCC6+ZjV2xumzz5DyMSJ3B+eiIiIiIjIHWzaBEyeDNTVnXeY4Qu5G1eP2BoB4KiUMk9K2QTgvwCmnttASrlJStnyN207zuYp7dID+OqChsr6eoT+/vcMXoiIiIiIiNzF1VcDq1cDOp2rKyHqEleHLwYA544hO9N8rD2/A/B1WyeEEPcJIbKEEFl9AAy+sIFOByxf3pVaiYiIiIiIqLsxgCEP4Orw5ZIJIX4D++iyf7R1Xkq5VEqZIaXM+NlJnc7+l/Xqq51cJRERERERETkcAxhyc64OX/IBxJzzOLr52HmEENcCeALAFCllY6d6YPBCRERERETk/hjAkBtzdfjyE4AEIUQfIYQXgF8DWHVuAyHEEACvwx68FHfq6gxeiIiIiIiIPEdzAGMGmlxdClFnuDR8kVJaAMwF8A2AQwA+lFIeEEI8I4SY0tzsHwB8AXwkhMgWQqxq53LnY/BCRERERETkea6+GnuBfa4ug6gzXLrVtLNkaDQya+1aBi9EREREREQeSAixs831Pol6KFdPO3KOAQMYvBARERERERFRj+CZ4QsRERERERERUQ/B8IWIiIiIiIiIyIkYvhARERERERERORHDFyIiIiIiIiIiJ2L4QkRERERERETkRAxfiIiIiIiIiIiciOELEREREREREZETMXwhIiIiIiIiInIihi9ERERERERERE7E8IWIiIiIiIiIyImElNLVNTicEKIawGFX10EeJQRAqauLII/C1xQ5Gl9T5Eh8PZGj8TVFjpYkpdS7ugiiS6VydQFOclh2NUVwAAAgAElEQVRKmeHqIshzCCGy+JoiR+JrihyNrylyJL6eyNH4miJHE0JkuboGos7gtCMiIiIiIiIiIidi+EJERERERERE5ESeGr4sdXUB5HH4miJH42uKHI2vKXIkvp7I0fiaIkfja4rcikcuuEtERERERERE1FN46sgXIiIiIiIiIqIegeELEREREREREZETeWz4IoT4hxAiRwixVwjxmRAiwNU1kXsSQkwSQhwWQhwVQvzZ1fWQ+xJCxAghNgkhDgohDgghHnR1TeQZhBBKIcRuIcRqV9dC7k8IESCE+Lj5/1GHhBCjXV0TuTchxEPN/+7tF0K8L4TQuromci9CiLeEEMVCiP3nHAsSQqwXQhxp/hroyhqJLsZjwxcA6wGkSykHAsgFsMDF9ZAbEkIoAfwbwA0AUgHcLoRIdW1V5MYsAB6WUqYCGAXgD3w9kYM8COCQq4sgj/EvAGullMkABoGvLeoCIYQBwAMAMqSU6QCUAH7t2qrIDb0NYNIFx/4M4FspZQKAb5sfE/VYHhu+SCnXSSktzQ+3A4h2ZT3ktkYAOCqlzJNSNgH4L4CpLq6J3JSUslBKuav5fjXsb2gMrq2K3J0QIhrALwAsc3Ut5P6EEP4ArgLwJgBIKZuklBWurYo8gAqAtxBCBUAHoMDF9ZCbkVJuBWC64PBUAO80338HwC+7tSiiTvLY8OUCvwXwtauLILdkAHD6nMdnwDfL5ABCiHgAQwD86NpKyAO8DOBPAGyuLoQ8Qh8AJQCWN09lWyaE8HF1UeS+pJT5AF4EcApAIYBKKeU611ZFHiJcSlnYfN8IINyVxRBdjFuHL0KIDc1zRy+8TT2nzROwD/V/z3WVEhGdJYTwBfAJgD9KKatcXQ+5LyHEZADFUsqdrq6FPIYKwFAAi6WUQwDUgkP5qQua1+GYCnuwFwXARwjxG9dWRZ5GSikBSFfXQdQRlasL6Aop5bUdnRdC3A1gMoAJzX8hiTorH0DMOY+jm48RXRYhhBr24OU9KeWnrq6H3N4VAKYIIW4EoAXgJ4T4j5SSb2zocp0BcEZK2TIq72MwfKGuuRbAcSllCQAIIT4FMAbAf1xaFXmCIiFEpJSyUAgRCaDY1QURdcStR750RAgxCfZh2FOklHWurofc1k8AEoQQfYQQXrAvELfKxTWRmxJCCNjXUTgkpfynq+sh9yelXCCljJZSxsP++2kjgxfqCimlEcBpIURS86EJAA66sCRyf6cAjBJC6Jr/HZwALuJMjrEKwF3N9+8C8IULayG6KLce+XIRrwLQAFhv/z2P7VLK2a4tidyNlNIihJgL4BvYV+d/S0p5wMVlkfu6AsCdAPYJIbKbjz0upVzjwpqIiC40D8B7zR865AGY5eJ6yI1JKX8UQnwMYBfsSwHsBrDUtVWRuxFCvA9gPIAQIcQZAH8B8DyAD4UQvwNwEsBtrquQ6OIEZ+MQERERERERETmPx047IiIiIiIiIiLqCRi+EBERERERERE5EcMXIiIiIiIiIiInYvhCREREREREROREDF+IiIiIiIiIiJyI4QsRERERERERkRMxfCEiIiIiIiIiciKGL0RERERERERETsTwhYiIiIiIiIjIiRi+EBERuRkhxOdCCCmEeKCNc882n3vTFbURERER0c8JKaWrayAiIqJOEEIEAdgNIBzAaCnl7ubjEwCsA5ADYLiUss51VRIRERFRC4YvREREbkgIMQbAFgDHAQwF4AMgG4A/7MHLAReWR0RERETn4LQjIiIiNySlzATwJIAEAK8DWAEgAsADDF6IiIiIehaOfCEiInJTQggBYC2Aic2H3pdS3uHCkoiIiIioDRz5QkRE5Kak/ROUT8859LKraiEiIiKi9nHkCxERkZsSQiQA2AXADPtaLwcAjJBSNri0MCIiIiI6D0e+EBERuSEhhAbAB7AvtDsdwHMABoCjX4iIiIh6HIYvRERE7ulFAEMA/F1KuR7AXwB8D+D3QohpLq2MiIiIiM7DaUdERERuRghxM+xrvfwI4EoppaX5eAzs202rAAyRUua5rkoiIiIiasHwhYiIyI0IIWJhD1gUAAZLKU9ccH4qgM8B/AR7MNPU7UUSERER0XkYvhARERERERERORHXfCEiIiIiIiIiciKGL0RERERERERETsTwhYiIiIiIiIjIiRi+EBERERERERE5EcMXIiIiIiIiIiInYvhCREREREREROREDF+IiIiIiIiIiJyI4QsRERERERERkRMxfCEiIiIiIiIiciKGL0RERERERERETsTwhYiIiIiIiIjIiVSuLsAZQkJCZHx8vKvLICIiIiIiIifYuXNnqZQy9CJtwlQq1TIA6eDAA09gA7DfYrHcM2zYsGJXF9NZHhm+xMfHIysry9VlEBERERERkRMIIU5erI1KpVoWERGREhoaWq5QKGR31EXOY7PZRElJSarRaFwGYIqr6+kspn9ERERERETkidJDQ0OrGLx4BoVCIUNDQythH8nkdhi+EBERERERkSdSMHjxLM1/nm6ZY7hl0URERERERERE7oLhCxEREREREZGDHT582CshISHt3GPz58+Peuqpp8IB4JVXXgk+ceKEuuXc9OnT43bu3KkFAIPBMKCwsFAFAEOGDEluud6SJUuCOlPD6tWr9Xq9fnBycnJqcnJy6pgxYxK7+n2dKzMz0/uDDz7wb3n83nvv+T/++OMRjuzDU3jkgrtEREREREREPdl//vOfkMGDB9fHx8ebAeCDDz5ocxHh3bt35wDAkSNHNB988EHQ7NmzTZ3pJyMjo2bTpk1Hu17xz2VlZemysrJ8pk+fXgkAM2bMqARQ6Yy+3B1HvhARERERERF1o+XLlwfu379fN3PmzL7JycmpNTU1YsSIEUlbt27VXdhWp9MNAYAnnnjCkJWV5ZucnJy6cOHCsIyMjKTMzEzvlnbDhg1L+uGHH7wvfH5bbrnllvjly5cHXtjH6tWr9SNGjEiaNGlS3z59+qRNmTKlj81mAwBs2bJFN2TIkOSkpKTUAQMGpJSVlSmfe+65qC+//DIwOTk59Y033gh85ZVXgmfOnBkL2EfqjBo1KjExMTF19OjRiUeOHPFq6fvuu++OGTJkSHJ0dPSAc+vwZBz5QkRERERERB7ti99+EVO8v/hnwUZXhKWH1U19a+rpy3nurFmzyhcvXhz24osvnr7qqqvqLuU5ixYtyn/ppZfCW0axBAUFWZctWxYyZsyY03v37tU0NjYqRo8eXX/h81oCGwCYOnWq6YUXXjB21M+hQ4e8s7Oz8+Lj483Dhg1LXr9+ve+4ceNqZ8yY0e+99947Nm7cuDqTyaTQ6/W2BQsWFGRlZfm8++67pwD7VKqW68yZMyd2xowZZfPmzSt7+eWXg+fMmROzYcOGYwBQVFSkzsrKysnOztbefPPN/WfNmlV+6T8998TwhYiIiIiIiMjBhBCdOt5Zd999d/k//vGPyMbGxjNLliwJueOOO0rbatfZaUcDBgyo7devnxkA0tLS6o4dO+YVGBhoDQsLM48bN64OAIKCgmwXu87u3bt9vv7662MAMGfOHNPChQujW85NmTKlQqlUYtiwYQ1lZWXq9q/iORi+EBERERERkUe73BEqXREeHm6prKxUnnvMZDIp+/Tp0+iI6+v1etvYsWOrVq5cGbBq1aqg3bt3H7zU56pUKmm1WgEAVqsVZrO5NRHSaDSt23MrlUpYLBbHpEXn0Gq1rX1I2Tt2A+eaL0REREREREQO5u/vbwsLCzOvWrVKDwBFRUXKzZs3+19zzTU1AODr62u9MJy5yPWsNTU157WfPXt26WOPPRYzaNCg2tDQUOulXisuLq5p586dOgBYuXJlwMUCloEDBzYUFxert2zZogOA8vJyhdlshp+fn7WmpqbNXGHIkCG1y5YtCwSA119/PSgjI6PmUuvzRAxfiIiIiIiIiJzgnXfeOb5o0aLI5OTk1HHjxiU99thjBWlpaY0AMHPmzNJ58+bFtSy4e7FrjRgxol6pVMqkpKTUhQsXhgHA2LFj63x8fKyzZs1qc8pRe+bNm1eSmZmpT0pKSs3MzPTx9vbucBqRVquV77333rEHHnggNikpKXX8+PGJdXV1ihtuuKE6NzfXu2XB3XOfs2TJklMrVqwISUxMTH3//feDX3vttW4ffdSTCFcO8RFCvAVgMoBiKWV6G+fHA/gCwPHmQ59KKZ+52HUzMjJkVlaWI0slIiIiIiKiHkIIsVNKmdFRmz179pwYNGhQp0IJd3PixAn1+PHjk44dO7ZfqbzkQTRubc+ePSGDBg2Kd3UdneXqkS9vA5h0kTbbpJSDm28XDV6IiIiIiIiIPN2rr74aPGrUqJSnnnoqv7cEL+7MpQvuSim3CiHiXVkDERERERERkbuZO3du2dy5c8tcXQddGlePfLkUo4UQe4QQXwsh0tprJIS4TwiRJYTIKikp6c76iIiIiIiIiIja1dPDl10A4qSUgwD8H4DP22sopVwqpcyQUmaEhoZ2W4FERERERETkGYxGo3LitWMTjEYj5/GQQ/Xo8EVKWSWlrGm+vwaAWggR4uKyiIiIiIiIyAO9vmRx8IaN3/ktfX1JsKtrIc/So8MXIUSEEEI03x8Be72c00ZEREREREQOZbPZ8O47SyKefQB4950lETZbh7svE3WKS8MXIcT7AH4AkCSEOCOE+J0QYrYQYnZzk1sB7BdC7AHwCoBfS1fujU1EREREREQe6ZtvvvFVK2qUC+4DlKJKuW7dOt+uXlMIMezee++Nbnn81FNPhc+fPz/qcq61YsWKgJ07d2rbOjd//vyosLCwgcnJyal9+vRJmzFjRqzVau10H5mZmd4ffPCBf3vnN23apBsxYkRSXFxcempqasr48eP779ixw7vTHfVCLg1fpJS3SykjpZRqKWW0lPJNKeUSKeWS5vOvSinTpJSDpJSjpJSZrqyXiIiIiIiIPNPSJf8Mn31bvUKhAGZPa1C8vvif4V29ppeXl1yzZk1gYWFhl3ca/vzzzwP27t3bbtAxe/bsopycnINHjx49kJOT471mzRp9Z/vIysrSffXVV22GL6dPn1b95je/6bdo0aIzJ0+e3H/w4MFDCxYsMB4+fFjT2X56ox497YiIiIiIiIjI0SbfOKGfEGLYubdt27b43znFPtFi5lSJbds2+1/YZvKNE/p1ph+lUilnzpxZ8re//e1nQU5BQYHq+uuv75eenp6Snp6esm7dOh8AmDVrVswjjzwSCQCffPKJX0ZGRtL69et9NmzYEPA///M/0cnJyakHDhxoN/BobGwUjY2NiuDgYAsAHDhwQDN27NiEtLS0lGHDhiXt3r1bCwBvvfVWYEJCQlpSUlJqRkZGUkNDg3juueeivvzyy8Dk5OTUN954I/Dc67744otht912W9l1111X23Ls+uuvr7nzzjsrAOCWW26JX758eetzdDrdkJb7Tz75ZHh6enpKYmJi6kMPPRQFAFVVVYrx48f3T0pKSk1ISEhr6e/+++839OvXLy0xMTH1vvvui4aH6HL6RkREREREROROnn7mhfzDh6foxgw0qV97slH46ADALFrOBwcCpZn2x7V1wJxnNLbt+4MsTz/zQn5n+3r00UeLBwwYkPb0008bzz3++9//Pmb+/PlF119/fc2RI0e8rr/++oS8vLwDr7zySv6QIUNSxo0bV/Pwww/HfvXVV0fS0tIar7322orJkydXzpo1q7ytfpYsWRL+4YcfBhcUFHiNGzeucsyYMfUAcM8998QtXbr05IABAxo3btzoM2fOnNjt27fnPv/885Hr1q3L7dOnj7m0tFSp1WrlggULCrKysnzefffdUxde/9ChQ94zZ87s9Bqsn376qd/Ro0e1e/fuPSSlxLXXXtv/66+/9i0qKlJFRESYN2/efBQAysrKlEajUblmzZrAvLy8/QqFAqWlpR6z6xRHvhAREREREVGvkpGR0bBzd86BWnFNxbBpWtuBI223258LDJumtdUrJ1Rk7co5kJGR0dDZvoKCgmzTpk0re/7558POPf7999/7Pfjgg7HJycmpN910U/+amhplZWWlQq/X2xYvXnzi5ptvTrz33nuL09LSGi+ln5ZpRyUlJXvq6uoUS5cuDaysrFTs3r3bd9q0af2Sk5NT77///rji4mJ188+gZsaMGfEvvfRSiMVi6ey3hYEDByb37ds3bdasWTEdtVu7dq3f1q1b/VJTU1PT0tJSjx07ps3JydEOHTq0ftu2bX5z5swxrF271jc4ONgaHBxs1Wg0tunTp8e/8847Ab6+vh6z6jHDFyIiIiIiIup1/Pz8bB9/uibvntkLT0/4rVebG7tM+K2XvGf2wtMfffLVcT8/v8sOAhYsWFC0cuXKkNra2tb34FJK7Nq161BOTs7BnJycg8XFxXv9/f1tAJCdne3t7+9vKSgoUHe2L41GIydOnFi1detWvdVqhV6vt7T0kZOTczAvL+8AAKxcufLUX//614LTp097DRs2LNVoNHY4yiQlJaV+586dupbHe/fuzXnyyScLqqqqlACgUqlkyyK/VqsVZrN95JCUEn/84x8LW/o/derU/oceeqh04MCBjbt27To4YMCA+ieffNLwyCOPRKrVamRnZx+69dZby1evXh0wfvz4hM5+/z0VwxciIiIiIiLqtYZlDK8LD1G3GayEh6rl8BEj67raR3h4uPWmm24qX7lyZUjLsSuvvLLqueeeax0Nk5mZ6Q0Aubm5Xv/+978jdu7cefDbb7/137hxow8A+Pr6Wquqqi76Ht5msyEzM9O3X79+jUFBQbbo6Oimt956K7Dl3A8//OAN2NeCueaaa2pffvnlgsDAQEteXp6Xn5+ftaamps0+Hn744eIPPvggeP369T4tx84Nk+Li4ppawpmVK1cGWCwWAQA33HBD1YoVK0IqKysVAHD8+HF1fn6+6sSJE2q9Xm+7//77TfPnzzdmZ2frKisrFSaTSTl9+vTKJUuWnM7JydFdWIe7YvhCREREREREvdaPP/7ok5FmFQDw9mcCcddqbW9/Zl/+JSPNiu3bt/t0eIFL9MQTTxgrKipa111dunTp6V27dvkkJiam9uvXL+3VV18NtdlsuPvuu+MXLVp0Oj4+3vzGG2+cmD17dlxdXZ2YMWOG6ZVXXolISUlpc8HdJUuWhCcnJ6cmJiam2Ww2PProo8UA8P777+ctX748pGVh208++SQAAB566KHoxMTE1ISEhLThw4fXjBo1qv6GG26ozs3N9W5rwd3Y2FjLihUr8h5//PHo2NjY9CFDhiR/+umngQ8++GAxAMybN68kMzNTn5SUlJqZmenj7e1tA4Bf/epXVdOmTTMNHz48OTExMfXmm2/uV1FRody5c6f34MGDU5KTk1MXLVoU9dRTTxVWVFQoJ02alJCYmJg6evTopGefffa0I372PYGQss3RVW4tIyNDZmVluboMIiIiIiIicgIhxE4pZUZHbfbs2XNi0KBBpRe71vRpk/sM7/NV0L4jGtsP+4IsT/7lhdPPPP1YzJiBJnV6/0ax8+Rk038//PK446qnrtizZ0/IoEGD4l1dR2dx5AsR0QXKysrwy6mTUFbW6cXciYiIiMjN7N+X7fvMawrUKeyL6t55550VLYvxPrtYgX37djtk5Av1bgxfiIgu8O47b2PVl99gxbvvuLoUIiIiInKy+D796/+66KUT5y6q27IY718XvXQiPr5/p3c4IroQpx0REZ1DSomUpBjceWM+/vN1NA7mnIIQwtVlEREREdE5LnHaUd6AAQPKFQqF573p7aVsNpvYt29f4KBBg/q6upbO4sgXIqJzbNu2DQpZiQX3AbBV4LvvvnN1SURERER0efaXlJT422w2fpLmAWw2mygpKfEHsN/VtVwO1cWbEBH1HkuXvIz7bq2FQgHcd0stXl/8vxg7dqyryyIiIiKiTrJYLPcYjcZlRqMxHRx44AlsAPZbLJZ7XF3I5eC0IyLqtabfNhUffrTqvGMhQV7IWd2E4ECgrBxInuyFUlPTeW1umzYFH3z4RXeWSkRERETnuJRpR0Q9CUe+EFGvYK43o76sHvXl9WioaEBDeQNuGzwTWd/vwBXDTFj8dBN8dABwNmgJDgRKvrc/rq0DZv9Fg+3ZQZgx5nfI25AHjb8GGj8NfMJ8oA3Qcm0YIiIiIiJqU6dHvggh1FJKs5PqcQiOfCHqXaSUqC+rR1luGcpyy1CeV46q/CpU51ej6oz9a0NF24vUN6EJ32i+QGVQLj5/3Yy0hJ+32Z8L3DxbjQBTIiY2ToUXvH7WRqlRwjfCF74RvtBH6uEb5YvAvoHn3TR6jaO/dSIiIqJeiSNfyN1cTvhSDGA5gDeklEedUlUXMXwh8lz1pnoY9xhhzDaiKLsIpTmlKMstOz9cEYBvhC/8DH7QG/Twi/aDPkoPXYgO2kAttAFaeAd6QxuohUavgVKjxPIVb+KZZx5G4dbGn/UZcZUGf3nyJdx1xyw0VjWevVU2oqGyAbXFtagprEGNsab1a9WZqp8FPrpQHYITghGaHoqw9LDWm0+oj7N/bEREREQeheELuZvLmXakAPAogEeEEBsBLAHwuZTS6tDKiKjXa6ptQsFPBTj1/SkU7CiAMduIylOVred9I30RlhaG9DvSEZwQjODEYAQlBCEgPgBKtbJTfQ0bMRwRYRoAbYQvoRpkjBoBXbAOumDdJV+zvrwe5Xnl9tuxcpiOmWDKNeHgRwexa+mu1nY+4T4IHxiOqOFRMAw3wDDCAH2UvlP1ExERERFRz3U54UsUgFsB3AdgAoBrABQLId6CfTTMCceVR0S9SV1ZHU5sOoFT353C6e9Pw5hthM1iAwCEJIcg9spYhA8OR8TgCEQMioBPmONGjGRlZWFYqn1G5dufCSxc7I2/zKnH3TdLDEs1IysrC8OHD+/UNb0DveE9zBtRw6LOOy6lRI2xBsX7i+23fcUwZhvx/QvfQ1rtoxH1UXp7GDPSgLir4mAYboDSq3OBEhERERER9Qxd2u1ICJEI4PcAZgIIhn3rp3UAXgfwpZTS5ogiO4vTjojcg6XRgtOZp3Fs3THkrc9D4a5CQAIqbxUMIwyIuSIGMWNiEDM6Bt5B3k6t5XezbkdK6H+x/6gWPx0Kx6LnXsbjf34QI1KLkdavAYfLbseyt1Y6tQZzvRnGbCPyd+Sj4KcC5O/Ih+mICYD9ZxI9Khpx4+IQd1UcokdFQ+2tdmo9RERERD0Vpx2Ru3HIVtNCCC/YR8PcC2AcAAmgEMAyAEullAVd7qQTGL4Q9Vw1xhoc/vIwDn9xGCc2nYC5zgyFSoHoUdHoe11f9L22L6KGR3V62lBXDR7YF3nHT+GWX92KV197Ez4+PqitrcUf5vwWn372Cfr1jcPuPce6tSYAqC2pxanvTuHklpM4ufUkjNlGQAJKLyVixsSg3/X90H9Sf4QPDIdQcLclIiIi6h0YvpC7cUj4AgBCCH8AdwH4E+xTk1qYASwG8JiU8ueLKTgBwxeinqU0pxQ5X+Tg8BeHcWb7GUACAX0CkPCLBPSb2A/x4+Kh8XPtTkC33foL3PiLW3D3rN/+7Nzby9/Cmq8+wYcff+WCys7XUNGAU9+fwonNJ5C3Pg9Fe4oA2NeN6TexH/pd3w/9ruvn0ClZRERERD0NwxdyN10OX4QQo2CfenQbAC2AKgDvAHgLwFAA8wGkwT4CZk6XOrtEDF88l5QSlgYLGqsa0VTdhMZq+64zTTVNsJltsFltkFYJaZOwWW0QQkCpUUKlVUGlUdm/alXQ+GngHeQNbYAWCpXC1d+WRyrPK8e+9/dh/8r9KDlYAgCIHBaJpKlJSJ6ajLABYRCCIzW6qrqwGnnr83B07VHkrc9DXWkdAMAw0oDkXyYjaWoSQpJD+LMmIiIij8LwhdzNZYUvQgg9gDthD13SAQgAuwG8BmCllLL+nLZKAGsBDJZShjqi6Ith+OKepJSoN9Wj/Fh56w4xVflVqDXW2rfwbb6Z68wO7ddL72VfGDXYu3VrYr1B33rfP9YfgX0CodJezvrUvUt1YTUOfHgA+9/fj/wf8wEAsVfGIm16GpKmJsE/xt/FFXo2aZMo3FWII18fQe6qXBRk2Wd8BiUEtYZe0aOjoVAycCQiIiL3xvCF3E2nwxchxJuwj3LRwb4n64cAXpNS7ujgOU8AeEZK2S2LODB86dladnop2luE4n3FKNpbhJIDJTAdNaGx6vyZad7B3vCN8LXfwn3hE+EDXYgOWn8tvPRe0Og10Php4OXrBYVaAYVSAaEU9q8KASklrI1WWBotsDRY7PcbLGioaEB9eT0ayhtQb7J/rS2pRXVBNarzq1tHD7QSgH+sP4ITghHYP7B1W+PwgeHwi/Hr1aMKLI0WHP7iMHa/uRt5G/IgbRIRgyOQfns60n+dDv9YBi6uUnWmyr6+zueHcXzTcdjMNuhCdUiamoS029LQ5+o+HPlFREREbonhC7mbywlfbACOAVgCYLmU0nQJz7kCwLVSyoWXVWUnMXzpWerL65G/Ix9ntp9B/vZ8FGQVnBdu6KP0CEsPQ1BCEAL7BSKoXxAC+wYisG8g1DrX7OZiabS0BjEVJytgOmKC6agJpiMmlB0pQ0N5Q2tbjb8G4QPDz78NCvf4nWiK9xdj15u7sHfFXtSX1cMvxg+DZg7CgDsGIDS1Wwa5USc0VDbg6NqjOPz5YeSuzkVTTRN0ITqk3JKCtNvSEDcujiNieiFLg8UeRFc0wFxnhqXeAnP92a/mOjMsDRb7lu/SPrpKSvvUzpbHEPYFoNu7qb3V8NJ7wcvXHpi33OfrjS7G0mBBXVkd6k31qC+rt381nX29tnWzNlntr00pz/sKAai0Kqi91VBpVVBq7a9NtU4N7yBv+y3Yu/W+T5j9w57e/OEKUU/H8IXczeWELxOllOucVI9DMHxxrdriWhzfeBx531V4SAMAACAASURBVObh9PenUXqo1H5CAGHpYTCMMCB8UDjCB4QjbEAYdME61xZ8GepN9Sg5VNI6cqfl1lTdBABQqBQIGxAGw0gDokdGwzDSgJCkELffjcZcZ8a+9/dh97LdOLP9DBRqBZKnJmPIPUPQ99q+fDPlJsz1ZhxdexQHPjiA3C9zYa4zwyfcBym3pCB9ejpir4x1+9dqb2U1W+1TNAtr7AFyYbX9fmE1aotqW0f6tYz8szRYXFarWmcPZVrW4NIF6+xvfoPP3j/3q0+4D3xCfXrdaC1rkxXVhdWtHwhU5VehxliDhooGNFY0oqGywX6/shGWRgtsZhusTVZYzVbYzDYIhYBCrTgvEFP9f3t3Hh9Vfe9//PXNQvaEbEBISAgkhC0sQdmiQKUqWhXFLmoVS6vUttrWtrbe23vb3vZ3217b21pvba/eClK1uFtRwaVaUEB2wk4ggSQkhEA2spBtMt/fHxNCQIQQMpxM8n4+HvOYc2ZOTj6Bk2Xe8/1+vsEBBEcFE9y/7RbtuQ8bGEbE4Ij2W/jA8G7/97Zuy4mKE56vp8Ot/Zpt2z5RcQJXw7mvT/9+/gSGegKUwLBAAkMC8e/nDwZPaNLh3rpt++jXk7eWhhZa6ls84eLZzh/kT2RiJJFDIolM8txi0mKIHRFLbEYsYQPCFM6IOEjhi/iaroQv84Eca+32cxwzFsiy1v71IuvrEoUvl5ar0UXBygLy38vn4PsH21dfCYoKIvmKZJKmJZE0NYnEyYkERTi7oo03WWs5XnicIzlHKNlYQsn6Eg5vPNw+lSooMojEyYkkz0hm6MyhJE5JJCDIN/rIVBdUs+HxDWx9aiuNVY3EjYoj654sxt01jrB4rarjy1pOtLDvrX3semEX+9/aj6vRRcTgCMbeMZbxd41n4LiBTpcoHVi3pfZwracv1kFPb6zqg9VUH6ym6kAVtYdrP/lBBsIGhBE+KNzzrn50iOfFdnSwp99VW/PxwNBAAkLaRgacce8X4JnKiQHjZzDGtO9jPaFPa/NZbk2ttDS0tDdIb65tprnu1HZTbRPNNc2e0Q0VDe33zXXNZ/8HMBAWH3ZqOuogz3TUiISI0x4LHxROUFSQz7wwbm1upWJfBRX7K9pHWFbu84y4PNv/qV+AX3tgEtw/mOCoYIKigjwjOgL9PdNwA/3wD/T3TL9tbm0PZdwtblpOtLSHNo3VjTRWNX5i2i8ABsIHhhOZ5OmB1vE+MimyvTdav7B+WGtprmumvqyemuIaakpqPGFRsee+PWgprcXd8smwIyQ25FToMyic0LjQ00ajhMae2g+O8lyv3REMnaz75Kiak6Ns6srqPF/HoZpT9yU1p9UeFBVE7IhY4kfFM3DCQBKyEhg0YRDBUcEXXZeInJ/CF/E1XZ129DNr7c/PcUynerwYYxYBNwBHrbVjz/K8Af4AXA+cAL5ird1yvhoVvnjfiYoT7H9rP7nLcsl7O4+W+hb8g/xJzk4mdXYqqbNTGTxpcJ97h/JM1m0pzy2nZH0JxeuLKV5bTNmOMrCe4c9JU5NImZlCyswUkqYm9aipStZaDn5wkA3/s4F9b+wDA6NuGcXkByaTfGWyz7yokc5rrmtm35v72PG3HeStyMPtcjNw3EAy78wk845MIhMjnS6xz2htaaUqv4pju49xbM8xyveUe257y09vOm4gMimS6NRo+qf2p//Q/p4XrwnhnheyCRGEDfC90SKuJlf7i+ATFSc4UX6C+qOnmq+f2Yi9tbn1E+cICA7wBDEJ4e337SFNh+1L/e/janRRtqOM0i2llG4p5ciWI5RtLzvtawgbEEZMegyx6bFEDY3yhByDTzWDD4kN6fafwW6X+1Tvs463ktr2EKWmpOa0abcnBYYF4mpweaahnSEoMsjTyH6wp/bwweGnRtcknApbfKGpvbvVzfGi41TkVlCxr4Ly3HIqcis4tusYdUfq2o+LHhbNoImDSJySSPIVySRkJfjMmy0ivkThi/gab4UvPwF+Yq09528aY8wMoA7466eEL9cDD+AJX6YAf7DWTjlfjQpfvKP+aD27XtrF7hd3U7S6COu2RAyOYMRNI8i4KYOhs4b2qPCgp2qobKBodREFqwooXFXIka1HsG6Lfz9/kq9IZvi1wxl+7XAGjhvoSMDhanSRsySHDY9t4NjuY4TGhZK1MIvL7rtMqxX1IfXH6tn14i62P7Pds3KVgWGzhzHurnGMmjeKfuH9nC6x12isbuRIzhFKt3peiB/JOUL53vLTpkJEDokkfnQ8caPiiMuII3qYJ2yJSo7q8y/qrLU0VjeeCmM6TLM6uX3y8YbKhk+eoMPIoIiEiHOGNRfah6y5vpmybaeCltLNpRzbfaz9/zY4OpiErAQSJiUwaPwgYjNiiUmL6dEjJ5rrm9unP50c1VJ/tJ7AsECCIoMIGxB22qiY3jzitaO6I3We7+GtRziy9QilW0qpOlAFeILAwZcPJvmKZJKvTCZlRgr9wvQzVORiKXwRX+Ot8OVZ4NrOLC1tjBkKvPkp4csTwEpr7dK2/VxglrW29FznVPjSfZpqmtj7973s+NsOz0o2rZb4MfGMvGUkI+eOJCErQb0hLlLj8UZPGPPPAvLfzefojqMAhA0MY/g1niBm+NXDCRvg3ek9jdWNbPzzRtY/up76o/UkZCUw+duTGfulsT7xjqR4T8W+CrY/u53tz26n+mA1gaGBjLxlJOPuGqdePxeoqaaJ4vXFlGwoaX+BVn2wuv358IRwEiYmMCBzwKmwZWRcn3kB622uJhf1ZfWn9cI5GczUlXrCm5PBzdn6gPSL6HdaQBMU5Vlt7+QN62kyX5VXRdmOMir3V7aPBgmND2XwpMEMyhpEQlYCgycNJiolSqMIe7G6sjoOrTlE0ZoiDq0+ROmWUtwuN/79/BmSPcTzO/6a4QyaMEh/S4l0gcIX8TWdCl/apged9BUgp+12Jn8gGbgSeMtaO7cT5x7Kp4cvbwK/ttaubtt/H/iRtfYTyYoxZiGwECA5OXlSYWHh+T61fArrthz850G2/mUre/++F1eji/5D+zP2jrFk3p7JgLEDnC6xV6s9XEv+u/nkv5vPgfcOtK8MlZCVQPoN6WTcmNGtoVdNSQ3rHl3H5ic201zbTNqcNLJ/lE3KzBS9KJDTWGs5tOYQ257Zxu4Xd9NY3UhkUiTj5o9j4oKJxKTFOF1ij2Ldlop9FRz6+BDFHxdT/HExR3cd9ay8AkQPjyZhYoLnxfjEBAZNHET4wHBnixbgVFPYMwOa2tJa6o/Utz/WVNNEc10zLfWnpoL5BfgRlRLVvvpdQlYCCVkJRCRG6GdqH9dyooWiNUUceO8A+e/mt/fIC40PJf26dEbeMpLh1wx3bKVHEV+j8EV8TWfDl45v/7Qt2PepLLAeuNNae6AT5x5KN4QvHWnkS9fUltaS83QOW/+ylaoDVQRHB5N5RyaZX84kaWqS/mh0gHVbSreUkvdOHnkr8ij+uBjrtoQnhDPixhFk3JhB6uzULk33Kt9bzprfrGH7M9uxrZYxXxpD9g+zGTRhkBe+EultXE0ucpflkrM4h/x38rFuS/KVyUxYMIExXxjTJ6cltba0Urq5lIKVBRR+WEjxuuL2/hjB/YNJmprkaUA+zdOAvCdPLZELY92WloYWsJ7+J/p9KZ1RW1rLgX8cIP/tfPYv309jdSMBIQGkXZvGyFtGMuKGEYTEhDhdpkiPpfBFfE1nw5eUk5vAAeBRPI1wz9QKVFlr6ztdgKYdOcpaS8HKAjb8zwZyl+ViWy0pM1OYtHASo+aN0nSTHuZE+Qn2L/c0Os5/J5/mumYCQgIY9tlhZNyUQfrn0olIiDjnOYrXF7Pmv9aw9+97CQgKYMJXJzD9+9OJHhZ9ib4K6W1qSmrY/sx2ti7aSuX+SgLDAhnzxTFMWDDBs2x1L30h6na5Obz5MAUrCyj4ZwFFq4vaR0DEjYpjSPYQhkwbQtK0pF6x1LyIeE9rSyuFHxay97W97P37XmpLajH+huHXDCfzy5mMvHmk+sSInEHhi/iarvR8+SnwT2vth91SwLnDl88B93Oq4e5j1trJ5zunwpfzczW52Ll0J+seXUfZtjJC40KZsGACWfdkETsi1unypBNcTS4KVxWS+0Yu+5bt43jRcQASJiWQdl0a6denkzg5ET9/P6y15K3IY80jayhcVUhw/2Auv/9ypjwwxeu9ZKTvsNZyaO0hchbnsOuFXTTXNROTFsOEBRMYP388kUm+vVqStZajO46S93Zee9hycknk+NHxDP3MUIbOGkrKjBR9X4lIl1lrObzpMHte2cPOpTs5XnTc02vr5pFkfjmTYVcPwz/wnAuKivQJCl/E11xw+NKtn9yYpcAsIA4oA34KBAJYa/+3banpPwJz8Cw1veB8U45A4cu51B+tZ+OfN7LpT5uoP1pP/Jh4pj44lcw7MrVSkQ87+aIw941c8pbnUbzOMz0pJCaEpKlJlOeWU5VfRWRSJFMfnErWvVlq4Cle1VzfzO6Xd5OzOIfCVYUYP8Owq4cx8asTybgpw2dG1TXVNnHgHwfYv3w/eSvyqC2pBTwjWzqGLerVIiLeYN2WojVF7HhuB7te3EVjVSOh8aGMv3s8WfdkEZcR53SJIo5R+CK+5rzhizEmuW2zxFrb2mH/vKy1RRdTXFcpfPmkmpIa1v5mLZuf3IyrwUX69elMfXAqqbNTe+2UgL6sobKBA/84QN6KPEq3lhKREMHYO8Yy9ktj8e+nd8vk0qrMryTn6Ry2LdlGzaGa9n5SExZM8DSP7kE/g6y1lO8pbw9bCj8qxN3iJigyiGFXDyP9+nTS5qQRMfjc0/tERLpba3MreW/nsW3JNnKX5eJ2uUmZkcLEeyYy+vOj9Saa9DkKX8TXdCZ8ceNpojvKWruvw/75WGutI29tKnw5pbqgmtW/Xk3O4hzcrW7G3zWe7B9lEzdS75SIyKXlbnVz8IOD5CzOYc+re2htamVA5gDG3z2ecV8eR/ggZ0aPNNc3U/DPAvYv38/+5fs5XuiZwjcgc0D7FL4h04domL+I9Bh1R+rIWeJZJKEyr5Lg/sGMu2scl3/rco2GkT5D4Yv4ms6EL0/jCVsettaWddg/L2vtgostsCsUvkDVgSo+/MWHbHtmG37+fkz46gSyf5hNdKqaqoqI8xqqGtj5/E62LdlGyfoSjL8h7do0xt89/pJMS6rYX+EZ3bI8j4JVBbQ2tRIYFsiwz7aNbrkujaghUV6tQUTkYlm3pWBVAVv+bwt7XtlDa3MraXPSmPztyaRdm6ZG39KrKXwRX+Nozxdv6cvhS21pLR/+vw/Z8uQW/AL8mPT1SUx/aDqRib7d6FJEeq/yveVs++s2tv11G7UltQT3D2bMbWOYcPcEEqckdsu0pJaGFgpXFbJ/hSdwqcyrBCBuZBxp13tGtyRfkUxAkG/0ohEROVP90Xo2PbGJTX/aRN2ROmIzYpn8wGQm3D2BfuFaKUl6H4Uv4msUvvQSjdWNrHlkDeseXYe7xU3WvVnM+PcZ5112WESkpzg5LWnbkm3seXUPrgYXsRmxjL97POPvuvDVkqoOVpG3Io/9y/dz8IODuBpcBIQEkHpVavvoFo0GFJHeprW5ld0v72b9H9ZTsqGEoMggshZmMe3BaepXJb2KwhfxNQpffJyr0cW6P6xjza/X0FjdSOYdmcz6+Sxihsc4XZqISJc11TR5Vkt6Ooeij4rAwLDZwxg3fxwZN2UQHBX8iY9xNbkoWl3U3iy3fE85ANHDo0n/XDrp16WTMjNFTSlFpM8oXl/M+kfXs+vFXfgF+DFu/jiyH8omdkSs06WJXDSFL+JrOtPzZVEXz22ttV/r4sdelL4Qvlhr2fPKHt576D2qC6pJvz6dq355FYPGD3K6NBGRblV1oKp9WlL1wWr8Av1IvSqVjJsyiBwSSeX+Sg6+f5CClQW0nGjBP8ifobOGtjfLjU3XiwwR6duqDlSx9r/XkrMoB1eTi1HzRpH9o2wSL090ujSRLlP4Ir6ms6sddYW11jqyNERvD1+O5Bzh7e++TeGqQgZkDmDOo3NIvSrV6bJERLzKui3F64vZ+9pe9r62t71vC0DsiFiGXTOM4dcMJ/WqVPqFqb+BiMiZ6srqWP/YejY+vpGm402kzk7lioevIHV2arf01xK5lBS+iK/pTPiS0tWTW2sLu/qxF6O3hi91ZXV88G8fsPWprYTGhvKZX3yGrHuy8Avwc7o0EZFLylpLdUE19Ufr6Z/S37FlqkVEfFFTTRObntjEut+vo660jsGXDSb74WxG3TJKKySJz1D4Ir5GPV98gLvVzeYnNvP+v75PS30Lkx+YzMyfzCS4/yd7HoiIiIiIdIarycW2JdtY88gaqvKriM2IJftH2Yz78jj8+zkygF2k0xS+iK9R+NLDlW4t5a373qJkQwmps1O5/o/XEzcyzumyRERERKSXcLe62f3yblb/ajVl28qIHBLJtO9PI+ueLE3jlB5L4Yv4ms5MO0pu2yyx1rZ22D8va23RxRTXVb0hfGmqbWLlT1ey/g/rCY0L5ZrfXUPmHZmajysiIiIiXmGtJe/tPFb/ajVFHxUREhvClO9MYfL9kwmJDumW89tWS2tLK63Nrbhb3N26bd0WP38//AJO3Yy/ObXv74d/kD/9wvoRGBbouQ8NPLUdFkhgaKD+3vYRCl/E13S24a4FRllr93XYPx9rrQ3ohhovmK+HL3tf38uK+1dQU1LDpK9PYvYvZ3fLLzwRERERkc4oWlPEml+vYd+b+wgIDiA2I5agyCACgjx/3rtdnsDD7XKffmtx09rc6nnuLNs9nV+AHyExIYTEhhASE0JobGj7ftiAMCIGRxCRGEFkYiQRiREaGeQghS/iazoTjvwVT9hy/Ix96WYnyk+w4oEV7Hx+JwPHDeQLL32BpKlJTpclIiIiIn1McnYyyW8kU7a9jJwlOVTkVtBS30JzfTPGeEaTBAQF4Bfmh19gh5El/fw9+4Gebf9A/0u2bYzB3erGttrTA6HWU8GQq8lFy4mW9q/lzPvG6kYaKhtoqGigobKB6oJqDm8+TENlA64G1yf+nYKigogYHEH/lP5Ep0UTMzyGmDTPrX9q//awSkREPV96iN0v7+atb75FY3UjM386k+wfZuMfqEZnIiIiIiI9QVNtE7WHa6ktqaWmpIbaktr2/eqCairzKmmqaTr1AQaihkQRPyaeAWMHMCBzAAPGDiB+VDwBwQplLpZGvoiv0Xe9w+qP1rP8/uXsfmk3CVkJzH9/PgMzBzpdloiIiIiIdBAUEURQRhBxGWdf/MJaS0NFA5V5lVTmV3ru91dybNcxDr5/sH3alfEzxKTHkDAxgcGTB5N4eSIJWQkEhgZeyi9HRC6xCw5fjDGtwM+stb84xzE/Bv7DqZ4vvmLXS7tY/s3lNNU0cdV/XsX0h6ZrtIuIiIiIiA8yxhAaF0poXOgnWge4XW4q8yop21HG0Z1HObr9KIfWHmLn8zs9H+tvGDB2AImTE0mamkTKzBSih0Wr+a9IL9KVcMS03TpznJxF4/FGVty/gu3PbmfwZYOZu3guA8YOcLosERERERHxAr8AP+JGxhE3Mo4xXxjT/njdkTpKNpZQsqGEwxsPs/vl3Wz5vy0ARCRGMHTmUFJmpTB05lBi0mMUxoj4MG+NTIkGGr10bp9WtLqIV+98lZriGmb+bCYzfjwDvwA/p8sSEREREZFLLHxQOBk3ZpBxYwbgmbpUvrecwlWFFKws4OAHB9nxtx0ARAyOYPic4aRfl86wzw4juH+wk6WLyAXqVPhijJlxxkNDz/IYgD+QDHwZyL3I2nqV1pZWVv18Fat/uZr+Q/uz4KMFDJk2xOmyRERERESkhzDGED8qnvhR8Vx232VYa6nYV0HhqkIO/OMAe17ZQ86iHIy/Ycj0IaRdl0b69ekMHDdQo2JEerhOrXZkjHHT+eWlDeAG5ltr/3YRtXVZT1vtqGJ/Ba/d+RolG0qY8JUJzHlsDkERQU6XJSIiIiIiPsTtclO8rpj9K/aTtyKPI1uPABA9LJqR80Yy+tbRJE5OxPj1/iBGqx2Jr+ls+PIzPOGLAX4CrARWneXQVqAC+Ke1dm+3VXmBelL4su2v23jrm2/h38+fG5644bQ5niIiIiIiIl1Vd6SOfW/uY88rezjw/gHcLW4iEiMYNW8Uoz8/muQrknttEKPwRXxNp8KX0z7AmALgd9bax7xSUTfoCeFLy4kWlt+/nJzFOaTMTGHes/OITIp0tCYREREREemdGqsbyX0jlz2v7CH/nXxcjS6ikqPI/HIm4+4aR/yoeKdL7FYKX8TXXHD44gucDl+O7TnGS194iWO7jzHj32Yw8ycz1VRXREREREQuiea6ZnKX5bL9me3kv5uPdVsSJiUw7s5xjL19LOEDw50u8aIpfBFf09lpRwfOc4gbqAa2AU9baz/qhtq6zMnwZfuz23nzvjcJDA1k3rPzGH7NcEfqEBERERERqTtSx87nd7L9me2UbinFL8CPjLkZTPr6JIbNHuaz05IUvoivuZCGu51lgV9ba3/c5aoukhPhS0tDCyseWMHWp7aSMiOFW5feSsTgiEtag4iIiIiIyKc5tvsYWxdtJefpHBoqGogeHk3WvVlMXDCRsAFhTpd3QRS+iK/pbPiScp5D/IA4YDrwEJAAXG+tfeeiK+yCSx2+VOZX8uK8FynbXsaVP76SWT+bpWlGIiIiIiLSI7kaXex5dQ+bn9hM4YeF+AX6MWreKKZ+dypJU5OcLq9TFL6Ir+n2ni/GmCRgF54Vj27u1pN30qUMX/LezuOV218BA7f+7VbS5qRdks8rIiIiIiJysY7tOcbmJzeTsziHpuNNJE1NYuqDUxk1b1SPfkNZ4Yv4mm7/brLWFgOvA5M7c7wxZo4xJtcYk2eMefgsz3/FGHPMGJPTdrunu2vuCmstH/3yI567/jmiUqJYuGmhghcREREREfEp8aPimfP7OXyv+HvMeWwO9cfqeflLL/PY8MdY+9u1NFY3Ol2iSK/gldWOjDG/AH5orQ06z3H+wD7gaqAY2Ajcbq3d3eGYrwCXWWvv7+zn9/bIl6baJl7/yuvseXUPmXdkcuP/3UhgaKDXPp+IiIiIiMil4G51s+/Nfaz7/ToKVxXSL7wfl33zMqZ9b1qPWiVJI1/E1wR46byRQEMnjpsM5FlrDwAYY54H5gK7z/lRDirPLeeFW16gYl8F1/7+WqZ8ZwrG+GaHcBERERERkY78/P0YOXckI+eOpHRLKWt/s5aPf/sxGx7bQNa9WUx/aDpRQ6KcLlPE53hrEt/VQG4njksEDnXYL2577Ey3GmO2G2NeNsYMOduJjDELjTGbjDGbjh07duEVd0LuG7n8ZfJfOFF+gvn/mM/U705V8CIiIiIiIr1SQlYCty69lW/t+RZjbx/Lpj9v4rHhj7Hs3mVU5lc6XZ6IT+nW8MUYE22M+QuQAbzWTad9AxhqrR0HvAcsOdtB1tonrbWXWWsvi4+P76ZP3X5u1jyyhufnPk9MegwLNy1k6Kyh3fo5REREREREeqLYEbHMXTSXB/IeYNLCSWx/Zjt/HPFHXv/a61QXVjtdnohP6OxS0x+c5xA/IBYYAQTiWe1oirX2xHnOOw34mbX22rb9fwGw1v7qU473Byqttecc59adPV9cTS7euu8tcp7OYcyXxjB38VwCQ9TfRURERERE+qba0lrWPLKGTX/eBBayFmYx48czCB906XrCqOeL+JrOhi/uTp6vCXge+L619rzj0IwxAXga7s4GSvA03L3DWrurwzEJ1trStu1bgB9Za6ee67zdFb7UH6vnxXkvUrS6iFn/MYsZ/z5D04xERERERESA44eO8+EvPmTroq349/NnyrenkP3DbEJiQrz+uRW+iK/pbPgy8zyHuIHjQK61tumCCjDmeuBRwB9YZK39T2PMz4FN1tplxphfATcBLqAS+Ia1du+5ztkd4cvRnUdZeuNS6o7UcfOSmxnzxTEXdT4REREREZHeqDKvkpU/XcmOpTsIigjiin+5gqnfnUpAsLfWd1H4Ir7HK0tNO+1iw5f9y/fz8m0v0y+8H7e9fhuJl5+tB7CIiIiIiIicVLajjA9+/AH73thHVEoUs381m7G3jfXK7AGFL+JrvLXakU+y1rLu0XUsvXEpMWkx3LvhXgUvIiIiIiIinTAwcyC3L7ud+R/MJyQ6hFfveJWnpj3FobWHzv/BIr2cwpc21m1558F3eOfBd8iYm8GCjxYQmRTpdFkiIiIiIiI+JfUzqdy76V7mLp5LzaEaFmUv4qUvvkTVwSqnSxNxjKYdAa5GF6/Nf43dL+1mynencO1/X4vxU2NdERERERGRi9Fc38za365l7SNrcbe6ueLhK8j+UfZFryCraUfia/p8+NJQ1cALN79A4YeFXP3bq5n+/elerk5ERERERKRvqSmp4b2H3mPn0p30T+3PdY9dx4gbRnT5fApfxNf06WlHxw8dZ/GVizn08SHm/W2eghcREREREREviEyM5Na/3cr8D+YTEBzA0huXsvSmpVQd0FQk6Rv6bPhStqOMp6Y9Rc2hGu58+04yb890uiQREREREZFeLfUzqdyXcx9X/+ZqDn5wkMdHP87K/1iJq9HldGkiXtUnw5eClQUsvmIxWFjw0QJSr0p1uiQREREREZE+wb+fP9N/MJ37997PyJtHsupnq/jf8f9LwaoCp0sT8Zo+F77sfGEnz177LJFJkXzt468xcNxAp0sSERERERHpcyKTIvn885/nznfvpLWllSWzlvDGwjdorG50ujSRbtenwpePf/cxr9z2ColTElmwegFRyVFOlyQiIiIiItKnDb96ON/Y8Q2m/WAaW5/ayuOjHmf3K7vpjYvDSN/VJ8IX67a88713ePf77zL686O56927CIkOcbosERERERER5OcAcQAACYZJREFUAfqF9eOa31zDPRvuITwhnJc+/xIv3PICNSU1Tpcm0i16ffjianLxyh2vsO7365j87cnc+vytBAQHOF2WiIiIiIiInGHwpMHcu+FePvvIZ8l/J58/jf4TG/+0EevWKBjxbb06fGmsbuS5Oc+x64VdXP2bq5nz6Bz8/Hv1lywiIiIiIuLT/AL8yH4om2/s/AaDLx/M8m8tZ1H2Isp2lDldmkiX9dokoqa4hsVXLqZoTRHznpvH9B9MxxjjdFkiIiIiIiLSCTHDY7jrvbu4+a83U7G/gieznuT9f32floYWp0sTuWCmNzYxGj96vL37+N001TZx299v01LSIiIiIiIiPuxE+Qne/cG7bFuyjejh0Xwn/zubrbWXOV2XSGf1ypEv5XvLMf6Gr67+qoIXERERERERHxcaF8rNT9/M/PfnExga6HQ5IhesV458SYtLszk7cwgfFO50KSIiIiIiItLNjDEa+SI+pVeOfOk/tL+CFxERERERERHpEXpl+CIiIiIiIiIi0lMofBERERERERER8SKFLyIiIiIiIiIiXqTwRURERERERETEixS+iIiIiIiIiIh4kcIXEREREREREREvUvgiIiIiIiIiIuJFCl9ERERERERERLxI4YuIiIiIiIiIiBcpfBERERERERER8SLHwxdjzBxjTK4xJs8Y8/BZng8yxrzQ9vx6Y8zQS1+liIiIiIiIiEjXOBq+GGP8gceB64DRwO3GmNFnHPY1oMpamwb8HvivS1uliIiIiIiIiEjXOT3yZTKQZ609YK1tBp4H5p5xzFxgSdv2y8BsY4y5hDWKiIiIiIiIiHRZgMOfPxE41GG/GJjyacdYa13GmONALFDe8SBjzEJgYdtukzFmp1cqlr4qjjOuOZGLpGtKupuuKelOup6ku+maku6W4XQBIhfC6fCl21hrnwSeBDDGbLLWXuZwSdKL6JqS7qZrSrqbrinpTrqepLvpmpLuZozZ5HQNIhfC6WlHJcCQDvtJbY+d9RhjTAAQBVRckupERERERERERC6S0+HLRiDdGJNqjOkH3AYsO+OYZcDdbdufBz6w1tpLWKOIiIiIiIiISJc5Ou2orYfL/cA7gD+wyFq7yxjzc2CTtXYZ8BTwjDEmD6jEE9Ccz5NeK1r6Kl1T0t10TUl30zUl3UnXk3Q3XVPS3XRNiU8xGkQiIiIiIiIiIuI9Tk87EhERERERERHp1RS+iIiIiIiIiIh4Ua8NX4wxvzHG7DXGbDfGvGaM6e90TeKbjDFzjDG5xpg8Y8zDTtcjvssYM8QY809jzG5jzC5jzHecrkl6B2OMvzFmqzHmTadrEd9njOlvjHm57e+oPcaYaU7XJL7NGPNg2++9ncaYpcaYYKdrEt9ijFlkjDlqjNnZ4bEYY8x7xpj9bffRTtYocj69NnwB3gPGWmvHAfuAf3G4HvFBxhh/4HHgOmA0cLsxZrSzVYkPcwHft9aOBqYC39L1JN3kO8Aep4uQXuMPwNvW2pHAeHRtyUUwxiQC3wYus9aOxbPIRmcW0BDp6GlgzhmPPQy8b61NB95v2xfpsXpt+GKtfdda62rbXQckOVmP+KzJQJ619oC1thl4HpjrcE3io6y1pdbaLW3btXhe0CQ6W5X4OmNMEvA54C9O1yK+zxgTBczAs9ok1tpma221s1VJLxAAhBhjAoBQ4LDD9YiPsdZ+iGfl247mAkvatpcAN1/SokQuUK8NX87wVWCF00WIT0oEDnXYL0YvlqUbGGOGAhOB9c5WIr3Ao8APAbfThUivkAocAxa3TWX7izEmzOmixHdZa0uA3wJFQClw3Fr7rrNVSS8x0Fpb2rZ9BBjoZDEi5+PT4Ysx5h9tc0fPvM3tcMyP8Qz1f865SkVETjHGhAOvAN+11tY4XY/4LmPMDcBRa+1mp2uRXiMAyAL+bK2dCNSjofxyEdr6cMzFE+wNBsKMMXc6W5X0NtZaC1in6xA5lwCnC7gY1trPnut5Y8xXgBuA2W3fkCIXqgQY0mE/qe0xkS4xxgTiCV6es9a+6nQ94vOygZuMMdcDwUCkMeZZa61e2EhXFQPF1tqTo/JeRuGLXJzPAgettccAjDGvAtOBZx2tSnqDMmNMgrW21BiTABx1uiCRc/HpkS/nYoyZg2cY9k3W2hNO1yM+ayOQboxJNcb0w9MgbpnDNYmPMsYYPH0U9lhrf+d0PeL7rLX/Yq1NstYOxfPz6QMFL3IxrLVHgEPGmIy2h2YDux0sSXxfETDVGBPa9ntwNmriLN1jGXB32/bdwOsO1iJyXj498uU8/ggEAe95fs6zzlp7n7Mlia+x1rqMMfcD7+Dpzr/IWrvL4bLEd2UDdwE7jDE5bY/9q7V2uYM1iYic6QHgubY3HQ4ACxyuR3yYtXa9MeZlYAueVgBbgSedrUp8jTFmKTALiDPGFAM/BX4NvGiM+RpQCHzRuQpFzs9oNo6IiIiIiIiIiPf02mlHIiIiIiIiIiI9gcIXEREREREREREvUvgiIiIiIiIiIuJFCl9ERERERERERLxI4YuIiIiIiIiIiBcpfBERERERERER8SKFLyIiIiIiIiIiXqTwRURERERERETEixS+iIiIiIiIiIh4kcIXERERH2OM+bsxxhpjvn2W537R9txTTtQmIiIiIp9krLVO1yAiIiIXwBgTA2wFBgLTrLVb2x6fDbwL7AUut9aecK5KERERETlJ4YuIiIgPMsZMB1YBB4EsIAzIAaLwBC+7HCxPRERERDrQtCMREREfZK1dC/w7kA48ATwDDAK+reBFREREpGfRyBcREREfZYwxwNvANW0PLbXW3uFgSSIiIiJyFhr5IiIi4qOs5x2UVzs89KhTtYiIiIjIp9PIFxERER9ljEkHtgAteHq97AImW2sbHS1MRERERE6jkS8iIiI+yBgTBLyAp9Hul4BfAZlo9IuIiIhIj6PwRURExDf9FpgIPGKtfQ/4KbAG+Lox5guOViYiIiIip9G0IxERER9jjLkFT6+X9cAV1lpX2+ND8Cw3HQBMtNYecK5KERERETlJ4YuIiIgPMcYk4wlY/IAJ1tqCM56fC/wd2IgnmGm+5EWKiIiIyGkUvoiIiIiIiIiIeJF6voiIiIiIiIiIeJHCFxERERERERERL1L4IiIiIiIiIiLiRQpfRERERERERES8SOGLiIiIiIiIiIgXKXwREREREREREfEihS8iIiIiIiIiIl6k8EVERERERERExIsUvoiIiIiIiIiIeNH/B3FcFc+saffYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After six steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[95m 8       \u001b[0m | \u001b[95m 1.32    \u001b[0m | \u001b[95m 1.682   \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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RERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJsRwhoiIiIiIiIjIhBjOEBERERERERGZEMMZIiIiIiIiIiITYjhDRERERERERGRCDGeIiIiIiIiIiEyI4QwRERERERERkQkxnCEiIiIiIiIiMiGGM0REREREREREJmRm6g6YgrOzs/Tx8TF1N4iIiIiIiKgNnDhxIlNK6dLINp3MzMw+BNADHLhAbc8AIFqv18+MiIhIr73yDxnO+Pj4IDIy0tTdICIiIiIiojYghEhsbBszM7MP3dzcglxcXHI0Go28Ff2iPy6DwSAyMjKCU1NTPwTwYO31TAeJiIiIiIjoj6iHi4tLPoMZuhU0Go10cXHJgzJS6+b1t7g/RERERERERO2BhsEM3Urq563OHIbhDBERERERERGRCf0ha84QERERERERmVJqaqp2yJAhAQCQmZmp02g00tHRUQ8Ap0+fPmdpaWn0UT1HjhyxTk1NNZswYUK+sdum1mE4Q0RERERERHSLubm5VcbFxcUCwPPPP+9ha2tbuXTp0rSm7q/X62Fm1rxb+uPHj1tHR0dbMZxpfzitiYiIiIiIiKgdueeee3xDQkKCfH19Q/7xj384A0BFRQXs7Ox6PvHEE539/f2DDx48aLN582Z7Hx+fHiEhIUGPPfZY5+HDh3cHgLy8PM348eN9QkNDg4KCgoK3bNliX1hYKFasWOH+5ZdfOgYGBgZv2LCho2nPkmriyBkiIiIiIiL6Q/NZ9E1EW7V95a1RJ5q7z9atWy+7urpWFhQUaHr27Bk0ffr0HAcHh8rCwkLt4MGDC9avX59UUFCg8fX17fHjjz/G+fr6lo8aNapb1f4vvfSSx8iRI/M+//zzKxkZGdo77rgj6KGHHop54YUXUqKjo63Wr1+fZNyzpNbiyBkiIiIiIiKidmTZsmWuAQEBwX369AlMS0szP3funAUA6HQ6OX369FwAOHXqlGW3bt1K/f39yzUaDSZPnpxdtf/Bgwc7rFy50j0wMDB40KBBAWVlZeLSpUvmpjofahxHzhARERERERG1E7t27bI7evSo3YkTJ87Z2trKiIiIgJKSEg0AWFhYGDSaxsdYSCnx5ZdfxoeEhJTVXH7gwAG7Nuo2tRLDGSIiIiIiIvpDa8nUo7aSm5urdXBw0Nva2srIyEjLs2fP2tS1Xa9evUoTEhIsL126pOvWrVvFjh07HKvWDR06NH/VqlWdqqYv/fTTT1YDBgwosbOzqywsLOQMmnaIbwoRERERERFRO/HII4/klZSUaLp37x7y8ssve4aFhRXVtZ2dnZ1h5cqVV4cPHx4QGhoaZG9vX9mhQ4dKAHj77beTi4uLNf7+/sG+vr4hS5Ys8QCAUaNGFcTGxloHBQWxIHA7I6Q0+qPT270+ffrIyMhIU3eDiIiIiIiI2oAQ4oSUsk9D20RFRV0JDw/PvFV9agt5eXkae3t7g8FgwLRp07x79OhRsnjx4nRT94vqFxUV5RweHu5Te3m7HzkjhFgvhEgXQkQ3st0dQgi9EGLCreobERERERERkamsXLnSJTAwMNjX1zekpKRE89xzz2WYuk/UMrdDzZmPAbwLYGN9GwghtACWA/j+FvWJiMioisv1iEnOR3JuCbKLyiEAWJubwaujFXxdbdHJztLUXSQiIiKidub1119Pe/3119NM3Q9qvXYfzkgpDwshfBrZ7P8AfA7gjjbvEBGRkSRlF+PrqGTsi05FTHIeDA3MMu3mYoMh/p0wPsITIR72t66TRERERETU5tp9ONMYIYQngHEAhqKBcEYIMQvALADo0qXLrekcEVEdopJysfZQPPbFpKKpZb8SMoqQkHEZ63+6jF5dHDB/mB8G+7tACNG2nSUiIiIiojZ324czAFYDeElKaWjoJkVK+W8A/waUgsC3qG9ERNXS8kux/Ns4fHHq+k3rNALw62SH7p1s4GhjDo0QKCjV43JmEc6l5KNMb6je9tTVXDy+4Vfc2dURS8f2QICb3a08DSIiIqI/rt277TB7tg/WrbuCMWMKTN0d+v34PYQzfQBsU4MZZwAPCCH0Uspdpu0WEdFvdp26jr/sikZBmf6G5YP8nDG+txfuCeqEDpa6OvctrajEsYQsfHHyOvZFp6K8UglqfrmcjdHv/Ihn7vHD3CHdYaZt9zXeiYiIiG5fu3fb4ZFHfFFaqsEjj/hix45LDGjIWG77/8lLKbtKKX2klD4AdgKYx2CGiNqLojI95m87hWe3n74hmBkZ4op9zw7Cp0/eiYd6edYbzACApU6LIQGdsGZKLxx5aSim9/OGmUYZKVhRKbFq/wX86aNfkFlY1ubnQ0RERPSHVDOYAVAd0Oze3eohzPHx8bphw4Z19/b27tG5c+ceM2bM6FxaWirWrFnj9Oijj5q8Jsenn37qcOLEieqnUzz77LMeu3bt4tBtI2v34YwQYiuAnwEECCGuCSGeFELMEULMMXXfiIgakpxbgglrf8ZXp5Orl/k4WWPLzDuxbnofBLp1aHabnTpY4vWHemDv/EEI7+xQvfxYQjbGvHME0dfzjNJ3IiIiIlLVDmaqGCGgMRgMeOihh3wffPDB3MTExOjLly9HFxUVaebPn+/Z6n7XoaKiotn77Nq1y+HMmTNWVa9Xr16d/NBDD3HEkJG1+3BGSjlFSukupdRJKb2klB9JKddKKdfWse3jUsqdpugnEVFNZ6/lYex7P+FcSn71skf6eOGbZwahv69zq9v3d7XD53PuwrPD/VBVbislrxST/30MP8dntbp9IiIiIkL9wUyVVgY0u3fvtrOwsDDMnz8/CwDMzMywdu3apO3btzsXFxdrrl+/ruvbt2+At7d3jwULFrgDQH5+vmbIkCG+AQEBwX5+fiH/+c9/OgLAjz/+aH3HHXcEhISEBA0cONAvMTFRBwB9+/YNeOKJJzr36NEjaNGiRe4eHh6hlZWVqGrLzc0trKysTKxatcq5R48eQQEBAcEjR47sXlBQoNm/f7/NgQMHHF599VWvwMDA4JiYGIvx48f7bNiwoSMAfPXVV3ZBQUHB/v7+wRMnTvQpKSkRAODp6Rn63HPPeQQHBwf5+/sHnzp1yhIAvvnmG9vAwMDgwMDA4KCgoOCcnJx2n0ncKr+HmjNERO3KicQcPL7+ePU0JjONwLJxoXjkjs43bKc3GHC5tBTxJSW4VlaG9IoK5On1KDEYYJASOo0G1hoNHHU6uJubw9vSEv5WVnAxN1fa1Wrw7HB/hHs5YP62U8gv1aOwTI/HNhzHu1N6YUSI2y0/dyIiIqLfjcaCmSqtqEFz9uxZq/Dw8OKayxwdHQ3u7u7ler1enDlzxubs2bMxtra2hl69egWPHTs2LyEhwdzNza3i4MGDlwAgKytLW1ZWJp555pku33zzzSUPDw/9f/7zn44LFy70/Oyzz64AQHl5uYiOjj4HAKdPn7beu3ev3ZgxYwq2b99uP3jw4DwLCws5bdq0nAULFmQCwDPPPOOxZs0a58WLF6cPHz48d/To0XkzZszIqdnP4uJiMXv27K7ff//9+bCwsLJx48b5rFixwmXJkiXpAODs7KyPjY0999Zbb7m89dZbrtu3b09ctWqV25o1axJHjBhRlJeXp7G2tjaAANwGI2eIiG4nxy9n49GPfqkOZuytdPj0yTurg5lKKXGqoAD/Tk7G8/HxWJmUhC8zM/FrQQESS0uRq9ejzGBAhZQorqxEZkUFLhQX41BuLjampuLVy5ex5PJlfJWZiYzycgDA0MBO+GxOf3SyswAAlOsN+POWkzh4Pt00F4GIiIjo92D2bJ9Gg5kqpaUazJ7tY+wuDBw4MN/Nza3S1tZWjho1KufgwYO2vXv3Lvnxxx87zJ0713Pfvn22Tk5OlWfOnLG4ePGi1T333OMfGBgYvGLFCvfk5OTqooZTpkzJrvrzxIkTc7Zu3doRAHbs2OE4efLkHAA4ceKEVURERIC/v3/w559/7hQTE2N5c49+ExUVZenl5VUWFhZWBgCPP/541pEjR6pHEE2dOjUHAPr27VuclJRkAQD9+vUrXLhwYec33nijU2Zmplanq7/u4h8NwxkiIiOJSsrF4xuOo6hcGSbqZGOO7bP74a7uTijU67EnMxOLEhKwNjkZJwoKUGZo2RcFaeXl2JuVhb9cvox3rl3DxeJiBLjZ4fO5/eHtZA1AKRQ8Z9MJ/JLAKU5ERERELbJu3RVYWjbtP2yWlgasW3eluYfo0aNHSVRUlHXNZdnZ2ZqUlBRzMzMzKarmr6uEEAgLCys7efJkbGhoaMlf/vIXz4ULF7pLKYWvr29JXFxcbFxcXOyFCxdif/rpp4tV+9nZ2VWfx5QpU3IPHTpkn5aWpo2OjrYeM2ZMPgDMmjWr67vvvnv1woULsS+99FJyWVlZq/ICS0tLCQBmZmZSr9cLAFi2bFnqhx9+mFhSUqIZNGhQYNV0J2I4Q0RkFAkZhZjx8a8oVoMZZ1sLbJvVD94uNtiVkYFXLl/G7qws5Ov1jbTUdBJAdFERViYl4Z9JSYC1Bluf6gdPB6VeW2mFAU9+EnlD3RsiIiIiaqIxYwqwY8elRgMaS0tDSx+r/eCDDxaUlpZq3n33XScA0Ov1mDdvXueJEydmWltbG44cOdIhLS1NW1hYKPbu3eswePDgwitXrujs7OwM8+bNy37++edTT58+bR0WFlaanZ1tduDAARsAKCsrE5GRkXUGH/b29oawsLCi2bNndxk2bFiemZlS7aS4uFjTpUuXirKyMrFt2zbHqu1tbW0r8/Pzb8oOwsPDS69fv24eHR1tAQAbN250GjRoUIPXICYmxqJv374lb775ZmpYWFhRdHQ0wxkVwxkiolZKLyjFo+uPI7tImWbkYK3D1qfuRKpFJV69fBnfZme3eJRMU8UVF+PNxEQcKsvHhifuqJ7iVFimx8xPIpFRwMdsExERETVbYwFNK4IZANBoNNi1a9elL774oqO3t3ePrl279rCwsDCsWbPmOgCEhYUVPfjgg91DQkJCxowZk3P33XcXnzhxwqpnz55BgYGBwW+++abHkiVLUiwtLeW2bdviFy1a5BUQEBAcEhISfOjQIdv6jvvII4/kfPXVV441pzstWrQouW/fvkF9+vQJ9PPzK61aPm3atOw1a9a4BQUFBcfExFhULbe2tpZr1669MnHixO7+/v7BGo0GCxcuzGjofN9+++1Ofn5+If7+/sE6nU5OmDCBjxpVCSmlqftwy/Xp00dGRkaauhtEdIvoDQZcLSvD9bIyZFVUoLCyEpUAzISAjUYDZ50OXhYW8LKwgJmmeZl1aUUlJq37GVHXlJ8rljoN3nksAifNS5FQUtIGZ9O4jmZmuFvY4sVPTqNQrX3Tu4sDtjzVD5Y6rUn6RERERHQrCSFOSCn7NLRNVFTUlfDw8MwmNVhXceBWBjP0xxQVFeUcHh7uU3s5n9ZERL9LZQYDThYUILKgAOeLi1HRhCBaJwQCrK3Ry9YWEXZ2sNLWE2T873/AjBmQ69fCsPmqAAAgAElEQVRjcaZTdTCj1QjMetAfXxlyUVFiuuA7R6/H18jF5Ae6Yf2uCzBI4OTVXLy6KxorJ4abrF9EREREt62qETRVAQ2DGTIyTmsiot+VfL0eO9PT8WJ8PD5OTUV0UVGTghkAqJAS0UVF+DQtDS/Ex+PT1FSkqU9Eqva//wGjRwOJidA/MArJX+6tXnX3AHec76Bv8vHakgSQ5GDAgAHu1ct2nriGzyKTTNcpIiIiottZVUDj7l7OYIaMjeEMEf0ulBsM+DozE4svX8b+nByUtrLGS4WUOJKXh79evoz1KSnIqqj4LZgpLgYA6MpK8dHOv+GuxDPo6m8PXXcrY5yKUVn5WqOrn3316798FY3zqfx/BBEREVGLjBlTgOTkswxmyNgYzhDRbS+uqAivXbmCb7KyUG7kwrsSwC/5+di0dSv0o0ZVBzNVrPVlWP/53/CAuITajzpsD4QQ6HanE+wczAEoT3Cat/kEisqM99QoIiIiIiJqHYYzRHTbqpQSn6WnY/W1a8rIljbif+wY5syeDTO1wG8ZgEMAvgGwA8B3FWUImj0Ljl9/3WZ9aA0znQZhQ92gNVPCo/iMIrzxzTkT94qIiIiIiKownCGi21KeXo+VSUk4kJODtqrwIqWEzfbtkDNnYnppKd5Wl+sBDAEwGsAkAOMAjKmogHz5ZfgfO4aKoiJ8NXUqjv7970jYtw9l+flt1MOms3UwR1A/l+rXW49fxf/Op5uwR0REREREVIXhDBHddq6VlmJZYmKbPapaSoljy5dj67Bh+Odf/4oX9Hr8gt/+wbQBcBDALwCiAZwC8BOAuZWVePyVV1CSnQ0AOLdtGw48+yw29u+PPY89htSTJ9ukv03l4WsHV2+b6tcv7TyD3OLyBvYgIiIiorak1WojAgMDg/38/ELuv//+bgUFBS2+R9+zZ4/d0KFDfQFg8+bN9q+88opbfdtmZmZq33rrrepv7q5cuaK77777urX02NR6DGeI6LZyobgYK5KSkKs3bs2UyvJyXD10CIBSp6UoLQ2OAQF45IknEG9hgUQAC2tsPxhAXwAhAHoC6A/AzdISHy9bhg6dO2Psli2YERmJB7dsQfiMGSjJyoK5nR0AIPv8eWRERxu1/00hhEBw/04wt1QeEZ5eUIYlX8Xc8n4QERERkcLCwsIQFxcXe/HixRidTidXrVrlUnO9wWBAZWVls9udNm1a3rJly1LrW5+VlaX96KOPOlW99vHxqdi3b19Csw9ERsNwhohuGzFFRVhz7Vqrn8RUk76sDDGbN2Pbvfdi3+zZyL92DQBwz6pVuO+DD+Dw4ov4ct06lJpbNthOuZUV3l27Fhf69ateptHp4Na7N/ouWICJe/bA0c8PAHDm44/x5YQJ2Pvkk0j59VejnUtTmFtqETKg+ucwvo5Kxr7oen9uExEREdEtMnDgwMJLly5ZnD9/3tzHx6fHuHHjfPz9/UPi4+PNv/jiiw49e/YMDA4ODrr//vu75eXlaQBg586dHbp27RoSHBwctHPnToeqttasWeP06KOPdgGApKQks3vvvbd7QEBAcEBAQPD+/fttFixY4JWUlGQRGBgYPHv2bK/z58+b+/n5hQBAcXGxmDBhgo+/v39wUFBQ8O7du+2q2hwxYkT3QYMG+Xl7e/eYM2eOlymu0++Vmak7QETUFLFFRXj/+nXopXEqzEgpkfDttzi2YgWKUlLgFhGBwcuWwc7TEwBuePLSKb9eeGL8Enz42d9grS+7uTFraxi++grS3x9owlSr/osXw6FbN5z95BPsnj4dXQYPxp0vvoiO3bsb5dwa06mLDTx87ZB8SXkC5JKvozHA1wl2lrpbcnwiIiKi9qhv374BtZc9/PDD2YsWLcooKCjQDBs2zK/2+j/96U+ZzzzzTFZKSorZ2LFjb/jP3PHjx8839dgVFRX47rvvOowYMSIfAK5evWrx0UcfXR42bNiVlJQUs2XLlrkfPnz4QocOHQyLFy92e/31112XLl2a+vTTT/vs37//fEhISNno0aPrnJY0Z86cLoMGDSpYsmRJvF6vR15ennbVqlXXRo8ebRUXFxcLAOfPnzev2n758uWdhBC4cOFC7KlTpywfeOABv/j4+GgAiI2NtY6Kioq1srIy+Pr69li4cGGar69v2z2Z4w+EI2eIqN27VFxs1GAGAEoyM3Fo8WJYOjhg1IYNGLNpE7wGDLjpcdjCACQdy8bRLmF4csJfUVZ7BI21NbBnDyyHD8d8Ly+E2NigMea2tuj51FOYcuAA7nzhBaScOIELu3YZ7dyaIrCv82/Tm/LL8NZ3cbf0+EREREQElJWVaQIDA4NDQ0ODvby8yufPn58JAO7u7uXDhg0rAoCDBw/axMfHW/bt2zcwMDAweNu2bU5Xr141P336tKWXl1dZaGhomUajwbRp07LqOsbRo0ftXnjhhQwAMDMzg5OTU4PzpI4ePWo7ffr0LADo1atXqYeHR/nZs2ctAWDgwIH5Tk5OldbW1tLX17c0Pj7ewpjX44+MI2eIqF1LLivDe8nJqDBCMGPQ65Gwbx+6jxoFaxcXPLh5MxwDAqDRauvcXiMEbOLLkJheBAA45dsTOds/h9u0iUBxcXUwg6FDAQA6jQbzPDywLiUFZwoLG+2PmaUlwp98Ev7jxkFrrnxZkRIZiYrCQnQZMqTV59sQnYUWgXc648yhNADA5p+vYkIvL/Tq0rFNj0tERETUXjU00sXOzs7Q0Hp3d3d9c0bKVKmqOVN7ubW1dfU8fiklBg4cmL979+7LNbc5evSoVXOP11rm5ubV/ynXarWyoqJCNLQ9NR1HzhBRu5Wv1+Od69dR3IIiaLXlJiTgqylT8MPChUg5fhwA4BwcXG8wAwB3C1vsOppU/frFkYFwe+gBJZDx9r4hmKliptFgtrs7QpswgqaKlaMjzG1tAQBn1q/Hvjlz8MMLL6C8CQFPa7h1tYWTx28/0+d9dgr6SuPV8yEiIiKi1hsyZEhRZGSkbXR0tAUA5Ofna86cOWPRs2fP0uvXr5vHxMRYAMC2bdsc69p/wIABBStWrHABAL1ej6ysLK29vX1lUVFRnXnAgAEDCjdt2uQIAGfOnLFISUkxDwsLK22bs6MqDGeIqF2qMBjw3vXryK5o/RTWS7t344vx45GflIThq1fD4847G93nIWdn7DxwBXqD8uVAH++OeLy/j7Jy6FDgypWbgpkqZhoN5nh4IMjautl9Hb56NXr/+c+I37sXn48bh/SzZ5vdRlNVPb1Jo1W+8EjJKMFrP3B6ExEREVF74uHhoV+3bt2VyZMnd/P39w/u06dP4NmzZy2tra3lO++8kzh69Gjf4ODgIGdn5zofZ/rBBx9cPXTokJ2/v39wjx49gk+dOmXp5uZWGRERUejn5xcye/bsGwr7vvjii+kGg0H4+/sHT5o0qfu6deuuWFlZGa++ANVJSCPWcLhd9OnTR0ZGRpq6G0TUgA0pKTiWn9/qdo7/8584vW4d3CIiMOwf/4CNq2uj+wzr2BGGK6VY9IUSjOi0At/OHwTfTnbNOnaZwYDV164hoQlFgmtLPXkS/12wAMUZGRi7eTM6hYc3u42mSjiTg4snlCnKZuYafP7MAIQ7d2iz4xERERG1NSHECSlln4a2iYqKuhIeHp55q/pEBABRUVHO4eHhPrWXc+QMEbU7B3NyjBLMAIBbRATCZszA6I8/blIwE2Fnh3usOuDv3/42gmTW3d2aHcwAgIVGg6c9PeFubt74xrW49e6N8V9+iYg//xkuoaHN3r85fEIcYN1BeVKTvtyABXvOosQIU8mIiIiIiKhpGM4QUbtypaQEn2VktKqNnPh4nP/8cwBAl7vvRr+XXoJG1/hjortbWeEJNzf8/dvzyCtRplN1drTC00Nvempik9lotXjGywv2Zs2vv27p4IDec+dCaDQoTE3FvjlzUJSW1uK+1EejFQjs61z9+lJcLt4+e7mBPYiIiIiIyJgYzhBRu1FaWYn/pKS06pHZyb/8gq+mTMGvq1c3q6BuJ3Nz/NnTE79ezsHnJ69VL1/6YA9YmddfNLgpHHU6/J+nJyw0Lf8nN+/KFaQcP44vJkxAZkxMq/pTF5fONnD2/K1Gzpc/JOJQTo7Rj0NERERERDdjOENE7camtDRktqIA8OX9+7F35kxYu7hg7Nat1U9Aaoy1VounPT2hkwJ/+Sq6evkDoW4YGtipxf2pqbOlJWa6u6Olzxr07NcPY7dtg1anw+7p03H955+N0q+aAu90hlA7mJteitW/JCClrMzoxyEiIiIiohsxnCGiduF4fj5+LSho8f4Xd+/GgWefhUtICMZu2QI7L6/GdwKgEQKz3d3ham6OT48l4lK6MtrGxlyLJaNDWtyfuoTZ2mK8i0uL93f098fYrVth6+mJb2fNMnpAY2NvDu9gh+rX537NxLqk69Ab+HhtIiIiIqK2xHCGiEwut6ICW9PTW9VGSWYm3Pv0wQMffQQLe/sm7zelUycE2tggp6gc/zpwoXr5/OF+cLO3bFWf6nKvoyP6N6N/tdm4uuLBTZsQMH58mxQK7t7TEeaWyjSu0iI9jp5Ox9dZWUY/DhERERER/ab5FSqJiIxsY1oailv4dKDSnBxYduyIsBkz0GP6dGiaUXh3iIMD7nZQRor8678XkV+qBwB4O1njsf4+LepPU0zr1AkpZWW4XFraov0t7O0x6LXXAAD6khJcPXwY3UaONErfzMw16N6zI84dU54qmXAmB3v8MxBua4vuVlZGOQYRERFRezQ1NtbbmO1tCQ5ObGyb119/vdPGjRtdpJR49NFHM5YsWZIOAM8//7zHpk2bnB0dHfUA8Le//e36pEmT8r7//nubp59+2tvc3Fxu3bo1ITQ0tCwzM1M7duzYbocPH76o1bauVmJD1q9f3/GNN97wcHFxqVixYsW19evXO3388cdJtbfz9PQMjYyMPOfu7q5vs87UYdKkSd4vvvhiWkRERL3/yf70008dgoODSxvaxhjWrFnjFBkZabNx48arTd2HI2eIyKSO5uUhpqioRfue/+ILbBsxAlnnzwNAs4IZf2trTOqk1JO5lF6IT4/99rPz5fuDYGHWdj/YzDQazPHwQIcWPMGptjOffIID8+fj7CefGKFnCq8Ae1jb/fZo7YQzOfg4NRUVnN5EREREZDS//vqr5caNG11Onjx57ty5czH79u1ziI6OtqhaP2fOnLS4uLjYuLi42EmTJuUBwMqVK92+/fbbi6tWrUpas2aNCwC88sor7i+//HJqWwYzALBhwwbnDz74IPGXX365cPfddxfXFcyY0vbt2xMbC1127drlcObMmWZ941jRipqYzcFwhohMJl+vb/Fjs+P37sXhV1+FS2go7H18mrWvk06H2e7u0KjVb/++9xwqDcoTou7s6oiRIa4t6lNzOOh0mFWjDy3V88kn0XXECPz897/jzPr1RumbRiPg18ep+nVibC4Ss4uwKzPTKO0TEREREXD27FmrXr16FdrZ2Rl0Oh0GDBhQsG3bNoeG9tHpdLKoqEhTVFSk0el0MiYmxuL69evmo0ePrrd446FDh6x79eoVGBAQEBwaGhqUk5OjKS4uFhMmTPDx9/cPDgoKCt69e7cdoIz4GDFiRPdBgwb5eXt795gzZ44XACxcuND9xIkTtrNnz/aZPXu21549e+yGDh3qCwCpqanaAQMG+Pn6+oZMmjTJW9Z48ur777/vGBoaGhQYGBg8depUb71eGUxjbW3d6//+7/88AwICgsPDwwOTkpLMACApKcns3nvv7R4QEBAcEBAQvH//fpuG2qmpb9++AYcPH7aur/39+/fbHDhwwOHVV1/1CgwMDI6JibGIiYmxGDRokF9ISEhQREREwKlTpywBYPz48T5Tp07tEhYWFjh37lwvT0/P0MzMzOr0y9vbu0dSUpLZli1b7MPCwgKDgoKC+/fv7191Hi3BcIaITGZ7enqLpjMl/vADfnjxRbj27o2R770HMwuLxndSmWs0mOvhAVt11MqRi5n4b5xS70YI4C+jgyFaGZg0lZ+1NcY7O7eqDY1Oh2GrVqHb/ffj2NtvI3rjRqP0zdXbBvYuynWVBuDSyWz8NycHCSUlRmmfiIiI6I+uZ8+eJcePH7dLTU3VFhQUaPbv32+flJRkXrX+o48+6uTv7x88ceJEn4yMDC0ALF68OGX69Oldly9f7rZgwYL0l156yfOtt966Xt8xSktLxbRp07qvXr366vnz52MPHTp03tbW1rB8+fJOQghcuHAhdsuWLQmzZs3yKS4uFgAQGxtrvWvXroRz587FfP311x0vXbqkW7lyZUqPHj2KN27cmLBu3bprNY+xaNEij7vuuqvw0qVLMePGjctNSUkxB4CTJ09a7ty50zEyMjIuLi4uVqPRyLVr1zoBQElJieauu+4qPH/+fOxdd91V+M4777gAwJw5c7oMGjSo4Pz587ExMTGxvXv3Lm2onfrU1f69995bNHz48Nw33njjWlxcXGxISEjZzJkzvd9///2rMTEx51asWHFt7ty5XaraSElJMT958mTchx9+eG3EiBG5mzdvdgCAH374wcbT07O8c+fO+nvvvbfw9OnTcefOnYudMGFC9tKlS92a+zmownCGiEwipqgIkS14OlNmTAwOPPssnIOCcN/atTBrZh2U6a6u6GypFPqtNEi88U1s9brxvb3Qw7PlxXpbYrijI3rb2bWqDY1Oh3tWrIDPvffi1L//jbL8/Fb3SwgB/z6/BUfJ8QXIyyrDp2lpfHoTERERkRH07t27dP78+anDhg3zHzp0qF9ISEhx1dSk5557Lj0xMfHsuXPnYt3c3CrmzZvXGQD69+9fEhUVFffLL79cuHDhgoWrq2uFlBKjRo3qNnbs2K61R26cOXPGslOnThWDBw8uBgBHR0eDTqfD0aNHbadPn54FAL169Sr18PAoP3v2rCUADBw4MN/JyanS2tpa+vr6lsbHxzf4TeixY8fsnnjiiSwAmDx5cl6HDh0qAWDfvn120dHR1uHh4UGBgYHBR44c6ZCQkGABKCOAJk+enAcAERERRYmJieYAcPToUbsXXnghAwDMzMzg5ORU2VA79amv/Zry8vI0p06dsp04cWL3wMDA4Hnz5nmnp6frqtY//PDDOWbqF7pTp07N3rlzpyMAbN682XH8+PHZAHD58mXzQYMG+fn7+wevWbPGLS4ursVFGlkQmIhuuQqDAVvS0lq0b0c/P4Q+/jjCZsyAua1ts/Yd1rEj+nboUP16R2QS4lKVgMjaXIsXRga0qE+t9ZirK66VlSG9vLzFbWjMzDBs1SoUpaXBosY5toajmxVcOlsjI6kYAHDhRBY6OFngu5wcjHJq8MsKIiIiImqC5557LvO5557LBICnn37a08vLqxwAOnfuXD1v5+mnn84YPXq0X839DAYD3njjDfcvvvgi4amnnuryz3/+89rFixfN3377bdd33nmn3pE0TWFubl49L0mr1cqKiooWDSuXUoqJEydmvffeezf1x8zMTGo0mqo/Q6/X13uMhtqpT1Par6yshJ2dnT4uLi72pgYA2NraVn8jOWzYsKInn3zSIjk52Wzfvn0Ob775ZjIAPP30013mz5+fOm3atLw9e/bYLV261KOpfayNI2eI6Jb7Ljsbmc0srFWckYHSnBxozc3R9/nnYdmxY7P297OywgQXl+rXBaUVWPX9+erXcwZ3h2sH4z86uykstVrMcneHWSunU2nNzdGhc2dIKRG5Zg2u//xzq/vm38cZULuVdb0YOWkl2JuVhbRWBElEREREpLh+/boZAFy8eNH8m2++cZg5c2Y2ACQmJlaP4Ni2bZtDQEDADXPL33vvPaeRI0fmubq6VpaUlGg0Go3UarUoLi6+4R4/LCysND09XXfo0CFrAMjJydFUVFRgwIABhZs2bXIEgDNnzlikpKSYh4WFtegJRv369Sv4+OOPnQBgx44dHfLz87UAcN999+Xv2bOnY9U5pqWlaS9cuHDTCJaaBgwYULBixQoXANDr9cjKytK2pJ362NraVubn52sAZRSRl5dX+fr16zsCSuD1888/1znyRaPR4P7778+dN29eZ19f3xI3N7dKACgoKNB26dKlAgCqrkFLtfuRM0KI9QBGA0iXUvaoY/00AC9BuX0oADBXShl1a3tJRE2VVVGBfdnZzdqnoqgI+2bPhgTw8M6dEJrm5coOZmaY5eFxQ/Hd9w/GI7NQCRjc7S3x1KBuzWrT2DpbWmKiiwu2pqe3ui19cTEu79+PMx9/jDGffAKX0NAWt2XrYA6PbnZIjldGGF08mQWH+yyxJS0Nz3Xu3Oq+EhEREbUXTXn0tbE9+OCD3XNzc83MzMzk6tWrrzo7O1cCwPz5871iY2OtAMDLy6t8w4YN1X0rKCjQbNq0yenw4cMXAWDBggVpDzzwgJ9Op5NbtmxJqNm+paWl3Lx5c/wzzzzTpbS0VGNpaWk4fPjwhRdffDH90Ucf9fb39w/WarVYt27dFSsrK4kWeOutt5LHjx/fzdfXN6RPnz6F7u7u5QAQERFR+uqrr14fNmyYv8FggE6nk2vWrLnq7+9f77d8H3zwwdXHH3/c29/f31mj0eDdd99NHD58eFFz26nPtGnTsufOneuzdu1a1507d8Zv3bo14amnnvJevny5u16vF+PGjcu+66676iyyOG3atOzBgwcHrVmz5krVssWLFydPmTKlu729vX7gwIEFV69ebXoxzFpEzUrK7ZEQ4m4AhQA21hPO9AdwTkqZI4S4H8BrUso7G2qzT58+MjIysm06TEQNWpecjJPNqDVjqKzE9/PmIenHHzHy/ffRZciQZh1PKwQWdO6M7jVq0yRlF2PYPw6hXK+MVPznpHCM6+XVrHbbytrr13GqsLDV7RSnp2PX5MmoLC/HQ9u3w87Ts+Vt5VfgyBeJqPpx0WekB5w8rPGEuzvuNNIUKiIiIiJjEkKckFL2aWibqKioK+Hh4XwcJd1SUVFRzuHh4T61l7f7aU1SysMA6v2aXUp5VEqZo748BqB93GER0U0uFBc3K5gBgOOrVuHqoUMYsGRJs4MZAJjg4nJDMAMAy/fFVQcz4V72GBve8uDC2B51c4OjTtf4ho2w7tQJ9//736gsK8O+2bNbVSTYuoMOnn6/hTAXT2ZBSomdGRkobcHTtoiIiIiI6EbtPpxppicBfFvXCiHELCFEpBAiMiMj4xZ3i4iklNjRzCk78Xv34sz69QieOhXBkyc3+5h32Nnhnlq1aU4kZmPPmZTq16+ODoZGc2send0U1lotZrq73zAFq6U6+vpixDvvoCA5GWmnT7eqrW7hHSHUnxh5GWXIvFaMfL0eX2dltbqfRERERER/dL+bcEYIMRRKOPNSXeullP+WUvaRUvZxqVEUlIhujWP5+UgqK2vWPu59+yL0scfQ/+WXm308d3NzTHdzu2GZwSCxdM+56tejQt1xh49js9tua92trPCAo3H65dGvH6b+97/ocvfdrWrHylaHzgG/PWb84slsSCnxv9xcJDfzfSUiIiJqJwwGg6H9fEtHv3vq581Q17rfRTgjhAgD8CGAsVJKfo1L1M5UGAz4KrPp03lLc3Nh0Oth7eyMu15+GZpmTvOx0Ggw28MDFrUKB+8+k4yopFwAgLlWg0X3Bzar3VtplJPTTdOxWqrqyVYJ+/bh1Lp1LW6nW1hHaLTK/18KssuQnlgEg5RGKWJMREREZALRGRkZ9gxo6FYwGAwiIyPDHkB0Xevb/dOaGiOE6ALgCwDTpZQXTN0fIrrZf3NykKPXN2nbyvJyfDdnDiydnDDi3XchWjC950+urnC3uLFQekl5JZZ/G1f9+omBXdHZ0brZbd8qGiHwhJsbXk9MRKmhznC92a4eOoQLX34Jh65d0XXEiGbvb2Fthi5B9rgSrQRcl05lo1MXm+paQr3t7IzSTyIiIqJbQa/Xz0xNTf0wNTW1B34nAxeoXTMAiNbr9TPrWtnuwxkhxFYAQwA4CyGuAfgrAB0ASCnXAlgCwAnA++pNnL6xqtxEdOsUV1biu5ycxjdUHVu+HGmnT2P46tUtCmYGOzigbx1PEProSAKS80oBAE425vjz0O7NbvtWczY3x5ROnbAhNdUo7Q187TXkJiTgf4sWoYO3N5wCAprdRtfQjkiKy0OlXqIwtxypVwrh3s0OOzMyEGpjA10zH3NOREREZCoRERHpAB40dT+IgNsgHZRSTpFSukspdVJKLynlR1LKtWowAynlTCllRyllT/UXgxmidmRfdjaKm/hEn/hvv0XM5s0IfewxdLvvvmYfy9vSEo/UUVMqPb8U7x+Mr379/Ah/2Fm2/olIt0I/e3tEGGlEipmFBe5dswbmNjb4ft48lDYjNKtibqmFd4hD9ev400rtmayKChxoQXtERERERHQbhDNEdPvK0+vxQxNv2HMvX8bhV1+Fa8+euHPhwmYfy1qrxWwPD5jVMXJj5ffnUVyuBEQBrnaY1Kdzs9s3pWmurnAwM85ARxtXV4x47z0UZ2Qgfu/eFrXhHeIArU4Z1VSUV4G0K4UAgG+zs5HfxOlrRERERET0G4YzRNRm9mZloULKJm2rLymBQ9euGPbPfza7ALAAMMPNDU517BeTnIfPTlyrfv3q6CCYaW+vf/pstFo8WuvJU63RKSwME/fsQci0aS3a39xCC++gmqNnciClRJnBgF3NKPxMRERERESK2+sOhYhuG9kVFTiSl9fk7Z2Dg/HQZ5/B1t292cca4eiIMFvbm5ZLKfHGnnOoyoeGBrhgkN/N055uByE2Nhji4ND4hk3UoUsXAEDmuXNI2Lev2ft7hzhAa6aMninMLUdaYhEA4GheHq6Vlhqtn0REREREfwQMZ4ioTXyTlQV9E0bNXPjyS/z0xhuoLC9vUQFgPysrPOTsXOe6/bFp+DkhCwCg1QgsHhXU7A+OzS8AACAASURBVPbbk/EuLuhkbm7UNiP/9S/876WXkBkb26z9zC216BJkX/26qvaMBPAFR88QERERETULwxkiMrqsigr8nJ/f6Ha5CQk4snQpsi9cgNBqm30cO60WT3l4QFNHqFOuN+D/2bvv+Kbr/IHjr2/2aNO9J2XvvURUHIjKEBVxnAPPU8/tnYg/9TxPPc5zb1HvnOcWUQEHKKiogDJlz9I9MjqSZiff3x+phUKhg5Q27ef5eNxhkm8+3w+lTZP39z3mf7Gj4fYfxmbTKzmyRz1rFArmpKY2+fdtq1Pnz0cXF8fy227D04pMJ4DcQXEHs2eqvFQWhrJnttXVsaOuLmx7FARBEARBEISuTgRnBEEIuy+sVgLNZM0EvF5WzJ2LUqPh9MceQ9HK4IwEXJuWRsxRGuW+vaaAA1YnACaditvP7NOq9TurPL2es+PiwraePj6eM59+mrryclbOm4ccDLb4uRqdkqx+h2bPhHrPACw0mxv+WxAEQRAEQRCEYxPBGUEQwsrWwqyZdc8+i2XbNk55+GGMKSmtPs/0xET6GY1NPlZV5+WZb3Y33L71jN7EGcNbDtSRpiYkkKnVhm29lGHDGH/33RR+9x27P/20Vc/NHRSLQhnKnrHbPJiLQgGxIo+HX+z2sO1REARBEARBELoyEZwRBCGsvrLZms2acVosbHv3XfpdfDE9zjqr1ecYZDRyTnz8UR9/5ts91LpDI51zEwxcOT631efozFT15U3KMJY3DbjsMk5/7DF6T5vWqudp9Sqy+pkabu/bbGvImPnMYsHfikwcQRAEQRAEQeiuRHBGEISwqfH7+akFfUsMiYlc8PHHjL/77lafI16t5pq0tKM2D95baeftNQUNt//v3P5oVF3vpS5Tp2NqQkLY1pMkiV7TpqFQq3HZbNRVVLT4uT0GxTVkz9RaPFiKQ9kzVp+PH1rZx0YQBEEQBEEQuqOu94lFEIQOs8xmO+aEJlmWKVm9GlmWic3LQ20wtGp9lSRxfVoaxmP0p/nn0h0EgqE9jMuLZ/KA1pdMRYop8fHk6nRhXTMYCLDkyiv55rbbCPp8LXqO1qAis0/T2TNfWK14RPaMIAiCIAiCIByTCM4IghAWdYEAq5rJktj50UcsnTOHwpUr23SOWUlJ5Or1R338u12VrNxlBkCS4G9TB7RpPHekUEgSV6emog7j31GhVDL8z3+mYtMm1j37bIuf12NwHFL9b5QaswdrqQsAeyDAN1VVYdufIAiCIAiCIHRFIjgjCEJYrKyqOmaGRG1REasfeYSM8ePJPu20Vq8/1mTitGNMKfIHgjy89ODo7NmjshiYHnPU47uKNK2WGYmJYV2z13nn0W/WLDa9+ipFq1a16Dk6o4rMPodObjqYPbPcZqMuEAjrHgVBENpDUJap9fsp83gocLvJd7kocLsp9Xio9vkIiil0giAIQjtpegatIAhCK3iDQVZUVx/1cTkY5Lv/+z8khYJT589HUrQuLpyu1fKHZiY6vbO2kL2VDgCitCr+Orlvq84Ryc6Mi2Ojw8E+lytsa550zz1UbNrEynnzuHDRohZN1OoxOJbi3TXIQaiudGMrc5GQbsAVDPK1zcYFSUlh258gCMLxCMoyxR4PB9xuij0eyrxeKr1eavx+jhV+kYBYlYoUjYYMrZYcnY5eej0JavWJ2rogCILQRYngjCAIx+3HmppjZkZseestytet49T584lKS2vV2jqFgj+np6M5RkCn2unlqUNGZ998ei+SosM3arqzk+rLmx4qKMAbpv4uKr2eM59+mnXPPIOihR869FFqMnqbKN4VGqW+b5ONhPRQX6GV1dWcGReHSSV+7QiC0DEqvV621NWxva6OPS5Xm/phyUCV30+V389Op7Ph/kS1msFGIyOio+mt13fpklpBEAShfYh3yYIgHJegLDfbUyQ6I4M+F1xAn5kzW7W2BMxJTSVZoznmcc98u4dqZ6h5bXa8gTkTclt1nq4gWaPhgsRE3q+sDNuacT17clZ93xlZllv0YSNvSBwlu2uRZaiqcGMrdxGfqscbDPKlzcbs5OSw7U8QBKE5lV4vv9TWst7hoNTjabfzWHw+VlZXs7K6mliVivEmExNjY0VGjSAIgtBioueMIAjHZb3djrWZqT49zjqL0+bPb/WVxCnx8QyLjj7mMXsrHby9+uDo7HvO7YdWdfRpTl3ZabGx9GnlBKyWcJrNLLnySkrXrm32WH2UmvTeh0xu2mRr+O8fqqupauEEKEEQhLbyBoP8VFPDvwsL+Vt+Pout1nYNzByu2u/nS5uN+/Lzebm0lAK3+4SdWxAEQYhcIjgjCMJxWXaMrJnfXnuNzf/9b0Nj2NYYYDS2qNHt/C924K8fnT22RzxnD0xt9bm6it/Lm7St7OnTHLXBgNNsZsWdd+Ky2Zo9Pm9IHL/H4WxlLqoqQr1w/LLMFy14viAIQltYvF4+rKzkrn37eKu8nP1h7MPVFkFZZoPdzvyCAl4oKTmhASJBEAQh8ojgjCAIbbbL6aTwKFcErbt28ctTT2HeurXVGTOJajXXpqU1+7yVuypZsTNUxiNJcP+0rj06uyUS1GouCnPjXbXRyJlPP42npobv5s1DbqZPgyFaTVrPgxlPh2bP/FRT02ymlSAIQmsUuN28XFrKffn5fFtVhStMvbfC6TeHgwcPHOB/5eU4/P6O3o4gCILQCYmeM4IgtNnRes0EvF6+mzcPrcnEyfff36o1NfUNgI3KY5cmuX0BHvh8W8Pt7jI6uyVOiY1lo8PB9rq6sK2Z0K8f4++5hx8feIAtb7zBkGuuOebxeUPiKN1nBxmspS6qK13EJusJyDJfWq38IbX7ZjgJwongDwbJd7vJrx8Dbfb5qA0EcAUCBAGlJGFQKIhVqUhSq8nUaumh15Ol1aKIkCD3PpeLpVYr28L4WteeZGBVTQ0bHA4uSkripBjxO0sQBEE4SARnBEFokwqvly0OR5OPbXz5Zaw7dzL5xRfRxcW1at2rUlLI1OmaPe6VH/ZTYA1NyjDpVMw9u/uMzm6JK1NS+MeBA2G9gtx/9myKf/qJXZ98wqArrjjmFCdjjIb0vOhQgAbYt6mKkZP1APxcW8s5CQmiUaYghJknGGSTw8F6u50dTmez09tqgXKvl52H3KdXKBhoNDI8KoqhUVGow1wmGQ4FbjefWSwRE5Q5XF0gwJvl5ayz27kyJYVY8VooCIIgIIIzgiC00bdVVTTVScZpsbD51VfpNXUquaef3qo1p8THM8pkava4IpuTF1bubbg9d0o/EqK6z+jslohTq5mdnMwb5eVhW1OSJE59+GEkpbJF47XzhsY1BGcsJU5qzG5iknQEZJmlVitXiuwZQQgLi9fLN1VVrK6txX2cAVlXMMg6u511djt6hYKxJhOnx8WR0szUvBOhwuvlU4uFDXZ7R28lLLbV1fFgQQFXpKQwvJnm94IgCELXJ4IzgiC0mjMQYHVtbZOPGRITmfrmm8Tk5rZqzcFGI+e3oAEwwD8Wb8fjD30AGZRh4rIx2a06V3cxPiaGjQ4Hm4+S4dQW2vo0fL/bzYHly+k1bdpRjzXGaEjNi6J8f+j8+zbbGHFmOgBrams5Nz6exE7wgU8QIpXV5+Nzi4Vf7HaCbWi83hxXMMh31dV8X13NsKgozktIIKsFmY3hZvf7WWy1sqqmpl3+nh2pLhBgQWkpp8fFcVFSEsoIKSkTBEEQwk8EZwRBaLVVNTVNpss7LRYMiYmkDB/eqvXSNJoWNQAG+HZHBd/sqGi4/dCMQSgV4s3s0fwhJYV9LheOQCCs625//33WPPIICrWavClTjnpczyFxDcEZc5GTWosbU2Ioe+Yrm030nhGENvAGgyy1Wvmmqgr/CQhWyMBGh4NNDgejoqOZmZR0QsoS/cEg31ZX84XVetwZQZ3diqoqCtxubkhPx6QSb88FQRC6o85XSCwIQqcWlGVWNtEIuLawkPcnT2bHhx+2aj2jUslNGRnommkADKEmwP9YvL3h9iWjsxie3bqeNt2NSaXi8pSUsK876PLLSR46lB/uvx9HaelRj4uK05KSG9Vwe9/mg987P9fWislNQiO+YJBavx+rz0el10uF10ul10uVz0ddIECgi2VNtMX2ujoeOHCAr2y2ExKYOZQM/Gq38/f8fJZYLPjbMWCy0W7n7wcO8InZ3OUDM7/b53Ixv6CA4qNMQRQEQRC6NhGaF4Qwcnj8lFS5cHr9BGWZGL2apGgdMfqu0+xvk8NB1WFjQGVZ5oe//Q1JoSDrlFNavJZSkrghPZ2kFpa2PL9iL4W2UBPgGL2au6b0a/nGu7ER0dGMMZn45SilaG2hUKs5/fHHWXj++ayYO5epb76J4ihXe3sOjaPiQCh7prKwjlqbB1O8tiF7pj2CR0Ln5AoEKPV6KfV4qPT5sPh82Hw+avx+7IFAi4INWoWCaKWSGJWKeJWKRLWaJI2GVI2GdI0GfQsCvZHIFwzysdnMd9XVHb0VfLLMYquVX+12rkpNJU+vD9vaZR4PH1RWssPpDNuakaTK7+exoiKuS09noNHY0dsRBEEQTiARnBGE4+Dw+Fm+vZzvd5lZm2+jrKbpq10ZsXqGZMZwWt8kJvVLJjn6xNfsh8uKJrJmdn38MaVr1zLxH/8gqhVlKpenpNDHYGjRsTvKalnw/b6G23dN6Uu8UfQraalLk5PZ7XRSfVhg7XiYsrI4+e9/Z+Vdd7Hp1VcZ8ec/N3lcdLyW5BwjlQWhySr7N9sYNikNgJ9rajg3Pp44Ma2ky5FlmRKPhz0uF/tcLg643ZjDkCnlCQbxBINYfD72NfF4glpNtlZLjk5HT72eXJ0OTSecONQaFV4vC0pLKfV4OnorjZR7vTxaWMjZ8fFMT0w8rn4p7kCAxVYrK6qru1xfmdZyB4M8X1LC1ampjG1Bk3xBEAShaxDBGUFog0Krk1dW7ePTjaU4PM1/2C2pdlFS7eLLreUoJJjUN5k/jMvh1D5JKCKoX0qx280el6vRfXUVFax59FHSxoyh36xZLV7r7Ph4JtQ3l21OICgzb+Fv+IOhN+yjc+O4dLRoAtwaBqWSq1NTeaa4uMkpW23Ve/p0aouKjtl3BqDn0PiG4EzFgTrsVR6i47T4ZZmvbTYuEdkzXYLd72drXR1b6+rY4XRSF+ZeRy1h9fmw+nxsrG+ErZQkcnQ6+ur1DDAaydPpUEVQsGazw8FrZWWdtrRHBr6y2djhdPKntLQjMyFXroQ5c+D112HSpCbXWFtby8dmM7VhDB5HuqAs83pZGa5AgNPiRPmuIAhCdyCCM4LQCtVOL09/s4d31hbgCxz5EVetlMiKMxCtVyPVH19a7cYbOPimOijDtzsr+XZnJf1So/nLWX04a0BKi5rhdrSVTaTTW7ZtQ1IqOeWhh5Ba+IFnRHQ0M1s4mQng9Z/y+a24BgCNUsG/LhgSUUGtzqK/0chpsbFN/jsej5E33QSEMiWCPh/KJsrUTAlakrKMmIt+z56pYuhpoSyrH2tqODchQTTBjFC1fj/r7XbW2+3sdbnCGvwLh4Ass9/lYr/LxZc2G1qFgn4GA0OjohhsNHbq77uvbTYWmc2d7mvalAK3m38WFHBVaurBsdArV8LUqeB0hv5csqRRgKbY7eb9ysojgv5CiAy8V1mJV5aZHB/f0dsRBEEQ2pkkd8PU0VGjRsnr1q3r6G0IEWb59gruWbQFs71xWnnPJCMzh2dwap9k+qVFo1Y2DlD4AkH2VDj4aa+F5Tsq+CXfdsTaI7Jjeej8QQxMb1kmSUdwBgLM27+/ySlNPqcTdQvLk/L0ev6SmYm6hYGcIpuTyU/9gMsXugL/17P6cMsZvVu+caERXzDIQwUFVHi9YV1XlmVWzp1LMBjkjCeeaDLYWGNxs2ZxccPtCTOziYoNBXLOiovjouTksO5JaD/+YJBNDgc/19ayw+mM2DIUCeip1zMiOpoRUVGdprwuKMu8V1nJD52gv0xbTImP5/wtW5CmTQsFZn5nMMCSJThPOYXPLRa+74KjsdvLhUlJIkAjCK0kSdJ6WZZHdfQ+BKGlRHBGEJrh9Qf5x+JtvLO2sNH9o3PjuOOsPozPS2hV1ku+pY531hTwztrChoADgEKCq07K5a+T+xKl7XxXcr+x2fjIbG647a6qomT1avLOOafFf/8UjYZ52dkYW9iwU5ZlrvjvL/y41wJA35RoFt9yMhpV5JQkdEYFbjf/LiwM++SbjQsW8OvTT3Pav/5Fn5kzmzxmw/JSzMWhD2tpeVEMOTWUPaNVKJjfowdRnTiLQQCz18sPNTX8VFPTISVL7en3QM0Yk4lR0dEtfp0KN38wyH/KyhrKssJFlmX8Ticumw2XxYImJgZjeg7uWidb3nwdX50Lb50Tv9tNMCCTMPwk4oedjNduJ/+jl1Fq9Sh1epQ6A0qdHlOvQUTn9EShCCL7XOhiY1Cplag0CoZv38Dd825B08TUoYBezyuvvMKm0aPD+vfrDmYnJ3O6KHEShBYTwRkh0ojgjCAcQ6XdzY3/28C6goNNcJOitTw0YyBnD0w9rlIki8PDgu/28dbqgkZlT9nxBp6aPYyROZ3nDZgsy9x/4ACVh2RbfPd//8eexYuZ/cUXmLKb7/9iUqmYl5VFYgsnMwG8vfoAf/tsGwCSBItunMCwrNhW71840hdWK59ZLGFdMxgIsHTOHMxbt3LhokXE5OQccUy12c3aJfXZMxKcPDMbY0zoe+LchARmtKLcTThxdjudLK+qYovDERElNsdLKUkMMhoZbzIx2Gg8YT1qfMEgL5aWsr2urs1reGpqsO3eDUolpp6DsNtcrLzxCpzlJQRcB9eNHjmd+DOvI+hzU/TkRaBQIam1KFQakCSiR51PzNgLCDiqKH3tJmSfG9l/8HdA3OnXYhp9Pj5rMaX/uQEUSpSGWOJ0Rs60FnOLHOQkwAXUACmEAmAAbq2Ofz/yLPmnnoRGr4yIst7OQAKuSE1tcb82QejuRHBGiDQiOCMIR1FgrePy/6yluOpgLfx5g9P458xBxBrCNyVon9nB/Z9t5ae91ob7lAqJmyf14pbTe6FSdnyWyLa6Op4tPliOUrp2LUuuuoph113HmL/8pdnn6xQK7szKIkvX8ilV+80Ozn12FW5fKHD1p4k9uPe8Aa3fvNCkoCzzeFER+8Lc68FRXs7CGTMwZWUx/d13m+w/s25ZKdaSUPZMeq9oBk8MNQPWKxT8Ky+vy45CjjSyLLPJ4eBLm42CJjIgugujUslYk4kJJhOZrXgNay1vMMgLJSXsbOUIaVmW+eWZFyjfsInqfXvwWCsAMPQZR9LM+wCwLHkChdaI0pSI0hCH0hCDKiETdWwqsixDMICkbD5rTQ4GkL0ugl43Co0OhS6KgLOGuu3fEairJqFiH1kHNlIgyzwDzAC+Bc4EEoFBwOD6P89Sarhn1gOs6zOMqFgNUXGa0J+xGqLjtai14nWgKQpJ4vq0NIb93tdHEISjEsEZIdKI4IwgNGFXuZ0r/ruWyvr+MgoJ7j6nH3+amNcuV/hkWebTTSXc/+k27IdMfxqXF8/zl40gMUob9nO2xoslJWyuT7EPeL18PGMGQb+fWZ9/jkqvP+ZzVZLEbZmZLR6ZDeAPBLlwwWo2F4X6LfRNieazmyegU4s36+Fk9fl48MCBsE+ByV++nFX338/UN98kvk+fIx6vqnDxyxclQCgj6uQLcjCYQr0+zk9M5JyEhLDuR2gdWZZZZ7ez1GqlLMy9iSJdjk7HyTExjImORhfGIKKvPjCzo5nAjMtqZf+KHyj6aS3uWicZs+ZRa/NQ8tbdBOpqUCfnoknugSapB+rkHqiijt2jRKVRoNYq0ejq/9QqUaoVKFUSSpWEQhn6b4VCCmVM1f+fLIf+OxCQCfiC+P1BAj6Zj++aRZqtotE5ioBFwFZgS/2fDmAdkGJKYuTZN+PcswZtWh806X1RJ2QiSQqMMWpMiTpiErXEJOqIjtegFCWtAKglidszM+nVit+rgtAdieCMEGlEcEYQDrO30s6sBaupcvoA0KoUvHj5CM7o3/6jfournPzlw82NmganmnS8+IcRjMjumDKnKp+Pe/LzG5o2rn/hBdY/9xznvPoqWRMnHvO5CknihvR0hkZFteqcz367hyeX7wZCE7A+vWlCp26WHMnW1tbyWllZ2Nf1OhxojvHv/utXJdjKQlk7Gb2jGXRy6OcrWqlkfl4emggaddyVbLLb+cxqpdTjaf7gbkyrUDAqOppTYmLIbSZAfYTDRksHZJkFpaX81kSPGVmWqavxsfW9hexb9B51haHXRYXWiDZ7MEkz70WSJGQ5iCQd+TOjNSgxxmgwRKvRRanQG1XootTojCp0BhUKZXgvNvRZs4abb7gB7TEyrYJAIRCn0nDj7Af4qrKQqu/fQvaGAlOS1ogucwCJ0+9CoTn4tZUUEJukIz5NT1yqntgkXbcO1hiVSuZlZ5PSilJhQehuRHBGiDSdPjgjSdJrwFSgUpblQU08LgHPAOcCTuBqWZY3HGtNEZwRjqa4yslFL62mvDb0xjJKq+I/V41iXN6Ju5IfCMq8sHIvT32zm99/PNVKiQemD+TysUf28Ghvn1ssLLUeLLnKX7aMsnXrOOmee475PAmYk5bGWJOpVedbX1DF7JdX4w+G/vJzz+7LTZN6tXrfQsu9VlbG2trasK8rB4Nsffttek2bhv6wKSNV5S5++fKQ7JkLczBEh7JnLk5O5gzR9PKE2uN0stBsJr8bly+1VaZWy8SYGMaZTM1n0xw6WtpgQF68mNf69+eXQ37+XDUudn31A/nLlhF10pUEFUZq1y/GuXMV+h4j0fUYgSa1Z6NgjFqrwJSgxZSgxRirwRijISpGg0pzYoMXOTodf9i2jexZsxpPaTqMR6fj+QUL2DV2LO46P3arm4rte6ncvBnb9s04y4pIufRfSJKEbfkC/HYLupyh6PNGoo5LBw4J1qQbSMo0YErQdrveNUlqNXdnZ4tG6oJwFCI4I0SaSAjOnEIoA/atowRnzgVuIRScGQs8I8vy2GOtKYIzQlOsDg+zFqxmvyXUMNGgUfLOtWMZ3kEZK9/tquS29zdR4/I13HfV+Bz+NnXACetDE5Rl7t6/nxq/v/mDD3N5SgqnxLaueW9VnZfznl1FaU3oA+LInDg+vH48SkX3esN9orkDAR4uKMDs8zV/cCtU5+ezcMYM0sePZ8pLLyEdlg3zy5clVJXXZ8/0MTFoQmiUdpxKxcM9epywJqzdWaXXy8dmc0PZotB2mvpsmokxMeQ1lU1zaGCmnl+v5+kXX2J19iD2fvMzhcuWUrvtJ4JuB5JGT/KF96PLHtxoGaVKIiZJR2ySDlNiKCCjM6o6NDCRrtUyLSGBEb/3QWni7/o72WBg6RtvsHjIkKOuF/AHsds81Fg8bHnlOcxrV+CrCmX4qeIziBpyFjFjL2r0HI1eSVKmgcRMIwnpetSa7lEG21uv5/bMTPF6KQhNEMEZIdJ0+uAMgCRJucCSowRnXga+k2X5vfrbu4DTZFk+ap6+CM4Ih/P6g1z26pqGqUwapYLX54xmQq+OnRxTZHNy/dvr2V528KrqqX2SeO6y4Zh06nY//wa7nZdLSwHYu2QJjtJShlxzDYpmrtJdkpzMpFZmPgSDMte+tY4VOysBiNGrWXrryWTGiZr6E+GAy8WjRUVhH6+97Z13+Omhhxh3990MufrqRo9Zy5ys+yr0/SVJMOGCbIymUIr+lWIiSbtyBwIssVpZUV0d9n9zIRSsOLk+m8aoVB41WOEHfGotsybfxNKlTyJpDBj6jMPQdwL63OFIKg1qrYK4FD1xKTriUvREJ2hRdJKAdbpWy3nx8YyMjj4yONTU39lggCVLCJ52Gm+Ul7cqY8+yO5/dX66gZNUPKOKyiTrpKuRgAOvSp9DljcTQawwKrREIvZ7Ep+lJyY0iJScKja5rB2pOjonhitTUjt6GIHQ6IjgjRJquEJxZAjwiy/KP9be/BebJsrzusOOuA64DyM7OHllQUNDe2xYihCzL/N8nW3j/1yIg9KbuxctGcM7gtA7eWYjLG+DOjzazdMvBeGOflCj+e9VosuLbN3DxdFERO5xO3FVVfHjuuZiys5nx3ntHZEAcqq0lKQu+38cjX+5suP2fK0dx5oD27/MjHLTMZmOh2RzWNWVZZtnNN1P0ww+c//77JA4c2OixdV+VYqvPnknLi2LIqaEPGMkaDQ/m5na7MoX2Jssya2pr+cRiobYNGXFC66gkiSmbN3PeVVehqJ+MFgA+B14AEoAPAKdKyzknXUL+qGkotTpik/UkZhhIzDAQHa/pdD8HeXo9U+LjGWI0Hntvh5VxsWQJTJoEhL4X3ygvZ00bSyo9Tj9Fm/bx41+uxVttBoUKfe6wUGCrz3iUulDPq4ZATU4UyTlGtPquWQJ0aXIyp4lyUEFoRARnhEjTbXIgZVl+RZblUbIsj0pKSuro7QidyFurCxoCMwB3T+nXaQIzAHqNkucuHc4tpx/su7K7wsH5L/zE+gLbMZ55fMxeb8NI17WPP47HbueUBx9sl8DMqj1mHvt6V8Pt607JE4GZDnBWXByDjMawrilJEqc+/DD6hARW3HUXwUCg0WO9Rx7sRVO234G9KtSIttLrZb3dHta9dHelHg+PFxXxRnm5CMycID1+Xs1ZV1yJwuXCBjwG9AQuAHYDI+qPM/g9fLXmfa5KtXD6ZXmMOSeDvCFxnaqPilKSGBUdzbzsbOZlZzM0Kqr5vU2aFArI5OQ0CsxA6Of/6tRUxrWyL9nvtAYVvU7qy1U/f8/0996jz8WXIdcWY/3yGbxlewAIuGoJuJ1YS11sX23muw8OsH5ZKWX77QT84Z1S19E+NJvZVx8AFARBECJTV8icEWVNQputL6ji4pdXE6hvPjtzeAZPXjy007wZPtyijcXM+3gL3kDoTaVGpdoIpAAAIABJREFUqeDfFw1m5vDMsJ/rE7OZr202yn79lcVXXMHQa69l7J13NnmsBFzWhh4zAPvNoUBTrTv0YXFEdiwfXD8e9QnqqyM05vD7eaiggOowf3gv3xDq0546YsQRj21YXoq5OBQITM42MvyMUHA0S6vlvtzcsO6jO/IFgyy2WlleVdUwdU1oP7IsU2P2ULbfznu3XUhGTahU815gPnAaoUZ504HDczis6encs2LFidxusxLVaibExDAhJoaYdmg8K8syr5WXN2qKfDxrWbZuxZDVE3OJl43PP4Vl1afo+4wjauDp6HKHISlCJU4qjYLU3CjSe0UTm6zrtL/3WyNWpeLenBxMokGwIAAic0aIPF3h1ftz4GZJkt4n1BC45liBGUH4XY3Tx63vbWwIzAzNjOFfFwzu1G/QZg7PJCvOwHVvr8dW58UbCHLHB5vZXeFg7uS+YetDEJBlfq6pQQ4G+fHBB4nOyGDEjTc2eaxCkrgqJYVxbegPUuPyce1b6xoCM6kmHQv+MFIEZjpQlErFn9LSeKK4OKwf5A8NyrisVvQJByeg9RqR0BCcqSyso8bsJiZJR5HHw1aHg0GtHMUuHLSjro7/VVRgCXOzZ+FIXneA0n12infXUlftxWs+wEkxqTxjr+L8oI9bgNnA0drgenU63pg//wTu+OiilUqGR0czJjqaXnp9u/5elCSJOamp+GWZDceZLSdJEkmDQw2UjbEGDDdexPb4IPu/+orK7d+jNMYRNWQysadcgd8bpHh3LcW7azFEq8nsayKjtymi+9NU+/38p6yMOzIzO/V7GUEQBKFpnT5zRpKk9whdaEoEKoC/A2oAWZYX1I/Sfh6YQmiU9pzD+80cTmTOCLIsc+M7G/hyazkAJp2KL26bGDHNZ4tsTq5541f2VB6csHLWgBSenj0Mo/b4Y66HNgKu3LwZv8dD+pgxRxynkiT+lJbGsN8ndLSCxx/gj2+s48e9FgC0KgUf3TCeIZmtz74Rwq89+s8AbH//fdY+9hgXLFxIzCFZMZtXllN+IPT9nJCuZ9TZGUBoEsmd2dlh30dX5wwE+Mhs5ueamo7eSpcmyzK2MhfFu2upKHAgB8FTuoua1R/g2vsLkkbPmJFT+G79F+i8nqMvVN+PxXryyWyrq2On08lupxP7IWWA7S1Dq2Wg0cgQo5Geej2KE/zhPiDLvFRSwpa6uvCv7fVSsHIlOz/5lIBkIObMW3HZfTh3r0aXOxyFRgeExnOn5kaR1S8morNpzktIYHpixw40EITOQGTOCJGm0wdn2oMIzgjvrC3g3kVbG24v+MMIpgzqPH1mWsLuDmX+rNx18AN0v9Ro/nPVqOMOMj1TXMzWmppjTmXSKxTcmJFBH0PrzxUIytz63sZGTY6fu3Q404amt2m/QvjJssxLpaVhH7HsKCtj4fnnE52ZyYz33kOpCU1nclR7+enTQqj/lTT6nAziU0PjiO/KzqZnU6OJhSZtdjj4X0WF6CvTjnyeAMW7aynaVYvLfjAryfLFM9RtWY5CH03G5IsYds2VpPZO5dwtvzFjzhykJkZLH94o91AVXi/7XS4OuN0UeTyUeDy4g8ffK0WvUJCp1ZKj09FTr6e3Xk90JyiF8QWDPFdSwq6mvk5h8vv73oK121h29UUotAYMAyYRPexsNMl5DcdFxWnI6htDeq9oVOrIyuaUgNszM+kX5h5ighBpRHBGiDQiOCN0O/mWOs555gfcvtAb3CvG5fDQ+Ue0M4oIgaDMI1/u4NVV+Q33JRg1vHzFSEblxh/jmUdn9fm4Z98+vrj2WuL79WPc3LlHHBOnUnFLZiYZWm2r15dlmfs+3co7awsb7vvLWX249Yzebdqv0H5cgQDzCwup9HrDuu6Bb75h2c03M2TOHMbNm9dw/5ZVFZTuDZU1xCbrGHNuBpIkMSQqipsyMsK6h66oLhDg/crKsPTuEJrmqPZSsL2asn12Av7Q+ydfVSkqUzKSUkUg/zsMWidjb56DPiaUUZis0XBvdja6H3446mjppgIzR1Pj91Pp9WL1+agJBKj1+3EGg7iDQXzB4O/xTdSShFahwKBUEq1UEqtSkahWk6xWE6tWh+tLEnaeYJCniorId7vb9TyyLFO+fj3b3/+A/K+/JujzoknrS+K5t6NOzGo4TqVRkNXXRPaAWHSGjg9gtVSMSsX9OTlEdYKgmyB0FBGcESKNCM4I3UogKDP75dWsK6gCQpkmn940AZ06cmvMAT78tYh7P92CLxD6edYoFTw8cxAXj8pq5plH+sxi4Zk33mDl3LlMuP9+Bl52WaPHs7Rabs7IaNObe1mWeXDJdl7/6UDDfVeflMvfpw2I2PTxrq7E4+HfhYV4wnC1/lA/Pvgg2999lymvvEL2KacA4LL7WPVJAXL9qUaclUZSphEJuD83l/Q2BAO7i98cDt4W2TLtQpZlzMVOCrdXYy09OA3Hb7dQ89N7OH5bTs8r/sLoG67AFN/4e1QtSdydnU2mLlQ2c6zR0sJBdYEAjxcVUeo5RilYGLmrq9nz2Wfs/mwJvW58DHNZAGfxHlRRCSijQhMIJQWk9YgmZ1DsEf/OnZUIbAvdnQjOCJFGBGeEbuW/P+bz0JLtAKgUEp/dPIGB6a1vZNsZrd1v5c/vbMBWdzDL4eJRmfxj+iD0mpYFn4KyzO0bNvDq5MmYsrKY/u67KJQHnzs8Koo5aWlojzFO+6hrB2Xu/XQr7/1yMGPm/GHpPHnxsLA1Mhbax7raWl4tC2+fdb/bzeIrr2TgpZfSZ+bMhvu3rzZTtDPUJyU6XsP46VlIksRYk4lr0iKr9PBEcAcCfCB6y7SLgD9IyV47BVurcR5SuhT0uan9ZRG1az8GOUD/i2cz4s83YEhKOmKNK1JSOPnwKXYrV8KcOfD66yIwcww1fj+PFhZ2SDNrr8fPx9NnUFdciKH/RKJHTkeb2qvh8fg0PT0Gx5GQ3r7NksPhspQUTm3DJEVB6ApEcEaINCI4I3Qbh5cz3XZGb+44q08H7yq8imxO/vjmr+yuONgnpG9KNC9cPoJeyc1PvPnN4WD2Ndew65NPuGDhQhL69QNC9evnJSQwNSGhTW9EPf4Ad338G59tKm2477zBaTx9yTAxmSlC/D5aPZzkYBDpsECfx+nnh48LCNZngQ2amExGLxMKSeLhHj1I6MTlGCfaLqeTN8rLsYlJTGHl8wQo2lVDwbYavO7DGvJKUP35Q9RsX0uPs89m7J13YspqOkNxdHQ016aLPlrHw+z18mhRUYdkhFXn57P17f+x65NPCLhdaDMHEHvyH9DlHJy3FZOkJW9oPEmZhk4bpNEoFNyXk0NKfX8vQehORHBGiDQiOCN0C8GgzMWHlDP1TzPx2U0T0Ki6XmDA4fFz76ItjQIhBo2S+6cOYPborCPfQB5yFfeRuDj+NmECAy69tKHXjF6hYE5aGkPbOM7Y6vBw/dvrG772ABcMz+DRi4agEoGZiCHLMs+XlLC1HSap7F28mLrKSob+8Y8A7NlgZf/m0PeLzqji5AuyUaoUTIqN5ZKUlLCfP9L4g0EWWSx8W1VF9/sN3n48Tj8F26sp2lmL39e4jM9v2Uvu6H70GJlB7Z4tBP3+JifY/S5Jrea+nBx0ysgume0Mit1uHi8qwhXm0sqW8trt7Fy4kC1vvkXqlDn4U8YT9HqQFEokZaifS3S8lp5D40jOMXbKIE2uTse87OwTPoFLEDqaCM4IkUYEZ4Ru4d21hdyzaAvQ9cqZmiLLMh/8WsTfP9+Gx3/wDe3E3ok8cuEQMmLrJ98c0v9ANhh4+qWX+DUjA118PGqDgSytluvS00lu4xW3jYVV3PLeRoqrDvZpuGxsNg/PGCRKmSKQKxDg34WFlIW5QfCKuXPZu2QJ5732Ghnjx+P3BVn1cUFD1kLvkQnkDYlDLUn8Ky+vU0yV6ShFbjevlZefsF4c3YHT7iN/SxWle+0NGVu/U+PEte5tSr5dzIgbb2TUrbc2u55SkrgrK4tcMWEsbPY4nTxTXIyvA9+zBuuzdzwumVX/foGiZQsxjZ5J1JDJDaO4o2I15A2NI7VHVKcL0sxITOTchISO3oYgnFAiOCNEGhGcEbo8i8PDGU98T40rlPp/86Re3Hl23w7e1Ymxo6yWm97dwH7zwWyHKK2K28/szVWefNQzpjdMDtkJ5Gq1vPDyy+weN47TYmOZlZSEqg39ZQJBmVd+2M8Ty3bhD4ZeYyQJ7jmnP9dO7NHp3rQKLWf2evlXYSF1gUDzB7eQr66ORRdfjKe6mgs++QRjSgqFO2vYsTo0Jl6lVjDxohw0OiXnJiQwIzExbOeOFLIss6yqis8tFvzd8Pd2e3DZfez7rYrSPbUc/iU1mFSoK39i15vP4XU4GHzllYy48UY0LcggnJmYyBTxITjsNtrtvFJWRrATfP+XrFnDr888R+XG9Sj0JqJHTCV65DSU+tCErqg4Db1HJJCU1XnKnZSSxD2HNqcWhG5ABGeESCOCM0KX99cPN7NwQzEA2fEGlt1xSsRPZ2oNlzfAE8t28d+f8hs+gIwv+I3XF/4DnS909X0fMAj4G3CnTkfRwoX0PPfcNp1vU1E19326ha0lB8f5RmtVPDl7GGcNECUpXcEep5Oni4vDGiSo2ruXRbNmkThwIFPfeAMUSn7+tJC6mlBQNbt/DP3HJWFQKnkkL69NTakjldXn443ycnYfOoJZaDOXw8f+zVWU7K1tmAz2u5hELT2GxJH/wYv89tprpIwYwcS//534vi0L6PcxGPhLZman+UDe1ayqruZ/FRUdvY0G5Rs2sGHBKxT/8B2G3mNIuuD+Ro/HJGnpPTKBhDRDB+2wsSytlntyckR5k9BtiOCMEGlEcEbo0tbutzL7lTUNt1+fM5pJfZM7cEcdZ32Bjbkf/0bKutX89+N/YPCHAjMycC7wI6HsmQxo04jXPRV2nl2xlyW/lTa6Cj08O5ZnLxlOVnzneHMqhMcvtbW8VlYW1p4nexcvZsXcuUx+/nlyzzyTysI6Nn4bmhIlSTBhZjbGGA2zkpI4Mz4+jGfuvNbW1vJeRUWH9dvoStx1fvb/ZqN495FBmbhUHTn99ESbwJCQQHV+PuXr1tH3wguPaFp9NHqFgvtzc4kXTavb1VKrlc8tlo7eRiPWXbvweQPYvSnsW7OXmg1fYRo1A4UulGmVkK6n14gEYpM6PmtFlDcJ3YkIzgiRpvsW7gtdntcf5L5PtzbcPmdQarcNzACMzInn66EBuPdB1P6D/So+Ar4CnqY+MAOhUqepU5sN0Dg8flburOTDdUX8uNfSKCijVSm4eVIvbjitp5jI1AWNMZmw+XwsCuOHpF7TpmHKzSV58GAAkrIMxKXoqKpwI8uwe72V4aensbyqiklxcSi78NVfZyDAuxUV/Gq3d/RWIp7H5Wf/5iqKdtUcGZRJ0dFzeDyu/E2suPZvJAwYwOTnniO2Rw9ie/Ro1XkuTUkRgZkT4LyEBGr8fr6vru7orTRIqM+sSgXcO5dT+NN71K77HNOoGZhGz8BaCtbSYlJyjPQZlYjB1HHfJ0utVoZHRZGm1XbYHgRBEISmicwZocta8P0+HvlyJxCaVvTtX08lLaabN2jMzYWCgoabNUB/IA1Yy5HR2prkdJZ/sRaTToVOrcTp9WOt87Kvso6tJTVsKKxq6ClzqDP7J3P/1IFkJ4hsma7u/YoKVrbDhyTz1q1oY2ORtYmsWVLccP/oczKIT9VzVWoqJ8V0zabeO+vqeKO8nKoOGB/clfh9QQ5sreLA1moC/savU7HJOnoNjycqys/axx5j50cfEZObyykPPUTa6NGtPteI6GiuF2OzTxhZlnmlrIwNnTR4admxg1+feY6i71ag0Boxjb0Q07hZSJKEpIDs/rH0HBqHWtsxJdZ5ej13ZTUxvVEQuhiROSNEGpE5I3RJlXY3z327p+H2HWf2EYEZgNdfb5jOBLAXUAILOPLFwKnScsPpN7P6o80tWlqS4Ix+ydxyem+GZsWGc9dCJzY7ORlHIBDWDA+/281XN9xAVGoq0999l9S8KMr3OwDYscbM+OlZfG2zMd5k6lIfLsSI7PAIBmSKdtWwf3NVw8Sv38Ukaek1PIGEdD2WrVv5+NKbcZrNDL32WkbefDOqNjRLNalUXJ7cfbMyO4IkSfwxNRVHINApezEl9u/POQtexLJ9O7889Sxub0XDa1UwEKRgWzWle2vpOSyerH4xJ3x64X6Xi++qq5kUF3dCzysIgiAcm8icEbqkeR//xgfrigDolRzFl7dNFKU19cxff03szJmoXaHx1l7g8EHZTpWWP170d1bnDGl2vX6p0ZwzKI2LRmUeHNEtdCsBWebFkhK21tU1f3ALHfj2W5bddBP9Lr6YMfPu58dPChqyH/qPSyS7fyx/Tk9nWHR02M7ZkYrdbv4rRmQfF1mWKc93sGeDFZe9cdZRVKyG3qMSSMo8OD3HXVXFN3fcwZi//rWhlK4tbszIYGgLpjgJ4ecKBHisqIiSTv5zE/T7qa3ys/GT1eS/8RCxJ1+Oof9EJEmBwaSm76gEkrKNJzTYrFMo+EduLrGiFE/owkTmjBBpRHBG6HK2ltQw7fkfG/qfvHnNGE7tk9Sxm+oEKr1ellit/FJbS8+ffyb6uuv4o9/P4W/LZIOBorc+4NfcYew1OyipclHn8eP2BzBoVJh0anITDPROiWJkTjxJ0aJuXQBfMMhzJSXsCuNV7F+eeIJNr77KyQ88gK7/ZPZssAGg0iiYeGEOfWON3J2TE7bzdQQxIjs8LCVOdq+zYrc1/pCuM6roNTye9J7RSAqJ/GXL2PXJJ0x+/nkUquNPHh5nMjEnLe241xHartrn49GiIqw+X0dvpVnlGzey8v/+hv3AXjQpPYk99Wr0PYYDEJ+mp/+4JKJiD79c0n6GR0VxQ0ZG8wcKQoQSwRkh0oiyJqFLkWWZh5ZsbwjMTOqb1O0DM2UeD1/ZbPxitxOs/8J8uncvP/v9pGo0nO/1HjzYYEBasoTsSZPI7qD9CpFJrVBwU0YGzxUXs6c+K+t4jbr9dqw7d/LzP//J9PeGoI824rL78HuD7FlvRTNByW6nkz6GyOxtZPZ6eb28nH1h+np1R45qL7t/tWAubhwUVGsV5A2JI6tfDEqVAnd1NT8++CD7v/iChAEDcNtsGI6zFClWpWK2KGfqcLFqNbdlZvJoYSGOQKD5J3Sg1OHDmb30M/Z8vpi1Tz5N5Yd/Q99rLEkX3IetzMXPnxaSMyCWnsPjUanbP9t3o8PBbw4HQ0TmlyAIQqcgMmeELuWrrWXc8L8NAKgUEl/dfgq9krvnm45dTiffVFWxxeFo1L+irqKCD889l5Thw9l8333EX3BBqAdNG8ZnC8LhPMFgWAM0npoadnzwAUOuuQZLqadhtDbA+GmZjM9J4NbMzLCc60SRZZnvq6v5xGLBI0Zkt4nXE2DfRhtFO2saTYlTKCVyB8aSOzgWtSbUbLVo1Sq+v/deXDYbI2+6iWHXXosiDKUcN2VkiA+1ncgBl4sni4sj5mcq4PWy5e13MRfXEcw5GzkoE3TVojTEoNUr6TM6kbS8qHYvdUpQq3kgNxdNC0fGC0IkEZkzQqQRmTNCl+HxB/jnFzsabl8xPqfbBWbcgQBr7Xa+q64+au+Kn+fPJ+j3c/n8+cRPnBgKyMyZE2oWLAIzwnHSKhTcmpnJCyUl7AxDiZM2JoZh110HgFFnIz5Zha0y1E9kx1oL0Qlait1uMtvQyLUjWH0+3iovD8vXpjsKBmWKdtawd6MNv7fxh/CM3iZ6jYhHZzj41ibo97P6kUfQmkxMeeklEgcODMs+xppMIjDTyeTq9Vyfns4LJSUEIuDCo1KjYdgfrwbAbvOw+pVFFL37b2LGzcI0+ny2/FBB8a4a+o9LIjq+/cqHrT4fX1itnJ/UvbOMBUEQOgMRnBG6jNd/OkCRLXS1Ptag5rYzenfwjk4MWZbZ5XSyuraWDQ4H3mNcNSz8/nvyv/6aUbffzrQh9c1+J02CAwdOzGaFbkGjUHBLRgavlJWx2eEIy5peu51PZ80idcxJMPAakCWqK90U767lK5ONazv5GGNZlvmhpoaFZnPEXNnvTGRZxlLsZNevFupqGvcWiUvV029MIqaEgx9gzVu3EtujB2qjkSkLFmBISmrTJKammEQ5U6c10GjkqtRUXi8ri6iJZ9HxWsZcMg7XzjFU/PAW9s1fE3faHGR5Aqs/LyKrfwy9RyS0W6nT8qoqxsfEkKI5cf1uBEEQhCOJHEahS6iq8/LCir0Nt+84sw+xhq77JkOWZfY4nXxQWcm8/ft5qriYNbW1xwzMAOjj48mbMoXR117LSHHVV2hHKoWCG9LTmRATE5b1NNHR9LngAvYtXoSmbGXD/bvXWfmpshrLob2TOplKr5cniop4t6JCBGbawFHlYf2yUjZ8U9YoMKOPVjPs9FRGT0lvCMwEfT7WPfccn86ezYYFCwAwZWWFLTADcGlyMkalMmzrCeE11mRiVgQGz2Jzc5nxxstMefU1dKYoLJ89guXzR5FlKNxew0+fFFJZGL6JeIfyyzLvVVS0y9qCIAhCy4nMGaFLWPD9PuyeUKlDzyQjl4/teu1sXYEAO5xOttTVscXhwN6GxodJgwdz5tNPM8pkQic+XAjtTCFJXJmaSpxKxRKr9bjXG3XLLVh37GDv/54h84pEFClD8HuD7FhjZllaApelpIRh1+ETkGWW2WwstVrxRUCZRWfj8wTY20RfGZVaQd7QOHIGxKJQHuzHUb1/PyvnzcO8ZQu9pk9n2J/+FPY9DY+KYkQXGd/elZ0RF4fd7+dLm62jt9Jq2RNP4tKvPue3tz/AXC4RBOSAnzprLRu/9ZOSY6TfuKRG5XvhsMPpZKPdznDx/S0IgtBhRHBGiHjlNW7e+PlAw+07J/dFpYz8pDBPMMh+l4tdTie7XC4OuN0N05Zaq2rvXra98w6j77gDrcnEeJMpzLsVhKOblphIskbDW+XlxzUuWlIoOP3xx/n8ssso+2g+yZc8hjoxi/IDDhZtKWFqQgKmMIxHDod9Lhf/q6g4au8n4ehkWaZ0r53d66x43YcEoSXI6mOi5/B4tPrG/875y5ezYu5cVFotZzz1FD3POSfs+zIolVzayQKAwtGdn5SEIxBgVU1NR2+l1RRKJcOuvgxZlinb72DN0wuw/fgRsadehSyfhbXURe9RCWT1NYW1YfBHZjODjEbUojmwIAhCh+gc72IF4Tg8t2IPHn+oVGBwRgxTBqV28I5aLyjLlHu9FLjdHHC72e92U+zxtDkYcyg5GGTVAw9QtWcPo269lTiVin4ROnpYiFxjTSaS1WoWlJZS7fe3eR1NVBRTFizgl6efJm5INpWloZ+RLavNfNHfwiUZHfvzb/f7WWSx8HNNTUT1vOgsai1udqyxUG12N7o/Pi3UV+ZojVET+vUja+JEJtx3H8Z2CqBcmJhITCcJ/gktc3lKCq5gkHV2e0dvpU0kSSK9ZzQTrpvKygO/YvvqORybvyZ+8o3s8PWibJ+dASclER0XnobBVp+Pr202piYmhmU9QRAEoXXEKG0hohVY6zjjie/xB0Pfx29dM4ZT+nTuiQPVPh/lXi+lXi8lHg/FHg8lHk+7lT3sXLiQH+69l1P++U/6XXgh58THi6kMQoep9fv5T1kZu8IwrcjrDvDDB7vxeYIo1FryBsSy9PJx6DugZC9YPx77c6sVZxtKDrs7nyfAng02inbVcGhUS2dU0XdMIik5xiMyBPZ/9RWF33/PqfPnt/u44T4GA3/NymrXcwjtwx8M8mJpKdvq2qdfy4kiyzKb3v6YDc8+ScBRTexpVxMz9kIkCXoMiaPn0PhGZX5tpZYkHurRg7gwjJsXhI4mRmkLkUZcAhIi2pPLdzcEZsblxTOxd+e42lPr92P2+TB7vZh9Pip9Piq8Xiq8XtwnsCGou6qKtY8+SurIkfSdOROA8WFq0CoIbWFSqbgjM5OlVitLbbbjyg5TqWSqFt2Ph1gSp89l//ZqXvmtgNuG54Vxx83b6nDwsdlMWSduStxZybJMyR47u9dZ8HkOvjZKCsgdFEfekLgjJtR4amv56aGH2Lt4MUlDhuC129G2Y6mmWpK4QpQzRazfm5M/U1zMXpero7fTZpIkMfzKWfSbNpmVDz6BP7E/AEGfl32bbFQW1jHo5GRiEo+v+bVPllloNnf6CXiCIAhdkQjOCBFrR1ktn28ubbg99+x+7X719He1fj82nw+Lz4fN78da/99Wnw+r39/s1KQT5Zcnn8RbV8fJDzyApFDQQ6cTozKFDidJElMTExlgNPJGeTkVbQxqKFQqep83mV+eeILquDTiTrmSl5fu4Yq+GcQbwpPmfywFbjefmM3sDEMWUHdUY3GzY42ZGnPjvjwJGQb6j03EGHPka1XJmjV8d/fdOM1mRt5yC8Ovvx5FO5canZeQQLJ43YxoGoWCWzIyeLK4mAK3u/kndGL6uBjOfepBHNVetv1Uyb7/vYTPUoD/7JtZW+2lx+A4eg47viyaX+12Jrlc9NTrw7hzQRAEoTkiOCNErCeW7WqY4HFm/2RG5sSFbW13IBDKfKkPulgODb74fBEzeWX49deTNno08b17AyJrRuhc8vR6/paTw2KrleVVVW3Kohl67bVU7S9gz6IPURrjYOQ0blv0G29fProddhxS6vGw2Gplo90u+sq0gdcdYM8GK8W7ahvdrzOq6Dc2keTsI0uYAPxuNyvnzkUdFcWM998nefDgdt9rulbL5Pj4dj+P0P50SiW3ZWbyeFFRl2jUHRWrYcy5Gfj3D2PHf7+j9PWbiRk/m6D/olAWzcTjy6L5sLKSu7OzT9hFL0EQBEH0nBEi1PoCGxe+tBoASYIvbp1I/7TWpbXLsozF56PM66WsvuTo9/+1ZUx1ZxIMBJAUikZvqlSSxKMhBAZZAAAgAElEQVQ9e2IUI7SFTqjE4+H9ykp2tyELJej3s+RPN1O++nsSZ8zD2O9kXrliJJMHpsLKlTBnDrz+OkyadFx7LHS7+dJmE0GZNpKDMsV7atmz3npECVOPwaESJqXqyCkxtj17iO3RA4VKhXXnTmJyclCdgCv6EnBXdjZ5InugS6n1+3m8qKjNGXudkWV/KSvueZDqTd+hTsgmcfqdaFPyyB0US89h8U3+XLXENWlpjBXTHYUIJnrOCJFGBGeEiCPLMpe8soa1+TYAZgxL55lLhh/zOd5gkCKPh0K3m6L6Jryl7diEt6NtWLCAivXrOev551FpQ+Udw6OiuCEjo4N3JgjHttnh4FOLpdVXtv0eD59ffxeaIReijksnxqDmu5EycRdfAE4nGAywZEmrAzSyLLOtro5vqqrYIcqX2qzaHCphqrU0/ndNzDTQb2wiRtORZUPBQIDN//kP659/ntG3387QP/7xRG0XgFNjY7lM9Jrpkqp9Ph4rKsLi83X0VsJGlmXW/+9Ltrz8FEkX/h11bGhynTFGzaCJKcQmtT6LJk6l4qEePbrFaG1/MBjKkPb7qfb7qfX7cQaDeIJB/LKMTChgq5Yk9AoFBqWSGJWKeJWKJLWaWNFAuVMSwRkh0oiyJiHirNpjaQjMqBQSfzmrzxHHVHq97HW52O9yke92U+r1hmUsdSSozs9n44svknP66Q2BGRAlTUJkGBoVxRCjkfV2O19XVVHYwv4QKq2WqS8/yc+LCnE7/eSs+xbDP58Fb/3znU6YOrXFARq738/q2lpW1dRQ2YWusJ9oXneA3eutlOxuXMKkj1LRb2wSSVmGJssmaouKWDlvHhUbNpA3Zcr/s3ff8VXV9+PHX587cpPcjJudkEEIsmTLBlERB+5Rq7XuWq3+alurHY7aWltt7bDt19Zaa+usaGu1oqgogoKCMpUpO5A9bsbNTW7u/Pz+CARQIARy77k39/18PHzUe3Ny7htqbu55n/dg2KWXRipkANItFi6RdcL9lsNq5c7iYn5XUYGznyRolFJMvOZcRlw4m43LGmmq6aDp7UdpL5vACtcMysZmUDY2E5Pp6NuUmgMBFjY3c05WVhgjj7yOYJBdnZ2Ud3ayp7OTKq+XRr//uCoiE00mCm02ShMTKUtMZGhyMmlhnoclhOh/5F1DxBStNb9dsKX78RWTihmYZafJ72dzRweb29vZ6vHQGggYGKVxtNYs/dnPMNtsTL/33u7nU8xmRtntBkYmxNFTSjExLY2JaWls6+hgSWsra9vaeqx0S7CZGX1KHptvu4Plm95nB3DigQf0kKDxhkKsc7tZ0dbGxvZ2gnGS0A0HHdJUbnWxdbWTgG9/C5PJrBg02sGg0YduYQLYuWABH9x9N8psZtZvf8sJ558f8bkXV+TmGrKSXURO5t4Eze/7UYIGwJ5uY9KcAexcVcnSZ7bjXvcOHcNOJuC+hYbKDsacknfIYduH83ZTEyenp5Maw4kGfyjEVo+HTe3tfN7RQZXX2+etqZ2hEDs8HnZ4PLy397lCm43RdjvjU1IolfZIIcRRiN13WhGX3tpQy/qqVgASLCbKxmRw/65dssJ2r62vvELNihXMfOABknNyup+flJqKWYb6iRg0JDmZIcnJdObm8qnbzaduN5s7Og67kn7annX8fNsyzgROB94Hhh94wBcSNDVeL593dLBh74f2gCRkjltLQyeblzfgch7cwpRTnMzwKTkkpx65/D+loIDcceM49Ze/JMWAdb6j7HYmpKZG/HVF5GX10wSNUorBk4rJ+99/WfyLR6lZ8Cyde9bReeatuJtPYdikLIqHpx9V0rMzFOINp5MrY6zFryMYPOh3hhFbNKu8Xqq8Xt5uaiLbamVKWhrT09LIlu1vQojDkJkzImb4AkFO/8MSKp1dcx9KRzkYNknKzvfRoRAvX3QRtvR0Lnj2WdQBPeJ3l5TIXRvRb4S0Zk9nJzs6O6no7KTG56PB76fwo4+47ZZbsHV28jlwKmAGPgCGfOEc/qQk/v7EE3w2KXxbneLNYVuYUrtamHKLD1+9t3vRIurXrWPS7beHO8wjSjCZ+NnAgXLxFGea/H5+389m0OyjQ5oNb69h9W/uJ9DWQOFNT2CyJZNVmMyok3NJTO75Pq1JKe4vLSUvyn8u/KEQn0Z59aMCTrTbmZ2RwUipaA47mTkjYo0kZ0TU2+nx8LHLxcurK1mzpBYAi9XEzMsGkpAoZecH8rW14WtrO+huc15CAg8MGmRgVEJEhh44ELVnT/fjjcBpQDqwCfjiZYVzwADuWbQoYvH1V0dsYRqTwaBRjsO2MPna2lj+61+z5b//JWvECC564YWIbGI6nEtzcjhbVmfHpRa/n0cqK/vVFqcDtdS3s+Z/n+K35qGDATzla0kbMZmR0/PIH5TS4/dH81KB3Z2dfNjaykqXC48BFTLHqtBm45zMTCampsrK8jCR5IyINVHf1qSUmgP8ia4boE9qrX/9ha+XAM8Ajr3H3KW1fjPigYo+1R4Msry1lQ9bW6nx+QgFNZtWN3Z/vXSUQxIzB2jdvZvUAQNISE0l4Qvl+FNlDaaIE+rpp7talvZuVRoJvAfU8OXEjDcxkacfeiiyAfZDh29hsjN8SvYRW5gqli5lyX330VFfz7ibbmLCd76D2cA78wNsNs7IyDDs9YWxHFYrPygu5o+VlVT1cltcLHDk2jn1G9PYvraJ9f96qWtY8NDpeJtvpWh0MSOm5mC1Hf5z1Vq3m50eT9SslveHQqxoa+ODlhZ2H+Xg+GhT5fXyZE0N851OLs7OZpy0UwoR96K6ckYpZQa2AmcClcBK4Eqt9aYDjnkCWKu1/qtS6kTgTa116ZHOK5Uz0WtPZyeLmptZ9YXhn7s3tfD5J13JmYREMzMvG4jF2v9XOx4Nf0cHL19wAdmjRnHmn/500NcU8GBZGVmy4lHEi8WLD0rQHOgFYBwwODGRPz/+OFunTo14eP3FkVqYRkzJIecILUwAnc3NzJ09G3tBAaf96lfkjhkTznB7pIAflpQwOEouPIVxOoJB/q+ykl0xesF/NBorXSx5+HEaFz2LKSGZzDNvIWvS6Yw5JY+MvMP/DAxJSuIHJSURjPTLWvx+Fre0sLS1lfZg0NBY+tqQpCQuz82lJLH3a8/FoUnljIg10V45MxnYrrXeCaCUehG4iK4K9X00sK80IB2ojmiE4rhprdnQ3s47zc1sPcQFVcAfYudnzd2Py8ZkSGLmAKsffZS2qipOe/jhL33thKQkScyI+DJrVtew3y8kaNqBHwMe4JJbvo9JEjPH5HhamADq168nZ9QoEjMyOPcf/yDrxBOx2GyRCP2IpqenS2JGAJBsNvP94mL+WlXF5kN8JukPsovSuOD3d7LmlVPZ/LcHaZz3G3z1u/C2X8fgcZmUjclAHWLl9jaPh3VuN2NSem6D6mtVXi/vNDWxsq0tKmfJ9IVtHg8P7d7NqQ4HF2dny8Y4IeJQtF/hFgIVBzyu3Pvcge4HrlZKVQJvAt851ImUUjcrpVYppVY1NDSEI1bRS1prVrlc/GL3bv5cVXXIxAzA7o0t+Dq77o4k2i0UD0+PZJhRrXHjRtY/8wzDL7+cgolfvjEgLU0iLu1L0CQndz9lB94yJ9Bpz+Afj/2R7Qs/Mi6+GNVc6+HjNyrZtLzhoMRMTrGdGZeUcMK4zCPOlvngJz/hf1/9KrsWLAAgb/z4qEjMpJjNfOWA7XZC2EwmvlNUxKR+3GZiTTAz5WtTOOvJZ8k49WqSh05Da9i2xsnKt6vwuA89HPl/jY1Esup+h8fDnysreaC8nI9drn6bmNlHA++3tPCz8nI+c7uNDkcIEWHRXjlzNK4EntZa/14pNQ14Tik1Smt90EQwrfUTwBPQ1dZkQJxiL601a91u5jU29rgC2+cNUr6hpfvx4HGZmMwyNA0gFAiw5L77SMzKYsoPfvClr1uVknWwIn59oYImlJTEb6+4H0dSHt6XfsLi228l+KvfMOyCOUZHGvU8bj9bVzqpLT/4QuFoW5jKFy7ko1/8go6GBsbddBMls2aFM9xeuywnB7vcoRZfYFaKGwsKcFgsvNvc3PM3xKgBgx2c//sfs35JHc11nTS9+zjNZgutDTcw5tQi8koPrpKp8nr5xOVianp4b5R93t7O/Kamw9646+9aAwEeq6piSloaV+bmShWNEHEi2pMzVUDxAY+L9j53oBuBOQBa6+VKqUQgG6iPSISiVz5vb+eVxsajHt62a10zAX9Xns2ebmXACZJs2MfjdBIKBplx773YDlEhMyYlRX6Zi/i2L0Fzww2YnnqKc4uH8dGzn5F/1cPUv/xzNr3zGaVnnIEtKdp/FRoj4A+xa30z5RtaCAX339MwmRWDRmcwaPSRW5gAPnzgATa98AKZw4Zx5qOPGj5b5ouGJiczLcwXmSJ2KaW4LDeXLKuVfzc0EOqnVRtJKVYmzilkx6dOmt6FtlWv0blrLZ01d1I2czzDp2Qf9LP+utPJxNRULKa+L8Df3N7OG04n2z2ePj93LPrE5WK7x8ONBQXSeilEHIj2gcAWugYCz6YrKbMS+LrWeuMBx7wFvKS1flopNYKu5RyF+gh/MBkIHHm1Xi//aWhgQ3v7UX9PZ0eApS/v7r4oGDsrn/zSyPc5R7NQIIAymw+5gvH/FRYy1oC+cCGiVVBrvrV8I4vm7yHo9YHZQkqGjaHDOskeWobJIkka6KpurNnpZuuqRrwdBw/czB+UwtCJWSSlHH6WVSgYhFAIk9XK7kWLaN65kzHXXYcpyuZfmZXivoEDKYiC1ioR/da73TxZU0NnDK1qPhbNdR6WPzmfmlcfIdjhwjHzKgrOvIKxpxeSlrn/Z+XK3FxO68PtZls6OpjX2ChJmcMwKcVFWVmcnZkpa7d7QQYCi1gT1TNntNYB4DZgAbAZ+LfWeqNS6gGl1IV7D7sTuEkp9RkwF7j+SIkZEVmdwSD/qa/ngd27e5WYAdj5aVN3YiYty0bewCOXzscLrTUbnn0Wr8uFyWI55C9pu9nMKLv8fQlxILNSXHtiEWNPzUNZrSilcFU3MO+qr/PWLbfia2szOkTDNdd5+GR+JeuX1B2UmEnLsjH53ELGnpZ/xMSM8/PPee3KK/n0yScBGHj66Yz75jejLjEDcFZGhiRmxFEbnZLCj0pKyI7C/5b7UkZeEmf+4BLG/OwpkodMoXXZS7gqa/nkjUp2b2rpnjczv6kJXx8kqnZ4PPy+ooJHKiokMXMEIa15tbGRv1ZX09nPtlQJIfaL+tuEWus36Rr0e+BzPz3g3zcBMyIdl+jZ6rY2XqqvpzUQ6PX3drj8VB6wonXIBLlTsM/2119n2UMPYbJaOfHKKw95zKTUVMzy9yXEl0xPS2P+YAfBoGb9kjrMyek4Zl5L1cLH+e9XLuPsPz9K5tChRocZce4WH9tWO6nfc3ASPSHJzNAJWQw4IfWI78GdLS2sfvRRNs2di83hIL20NMwRH59sq5XzsrKMDkPEmEKbjbtLSvh7TQ2f9+NZKFabmYnnDyV/6CNsWLAeU2ouwUCIT//7AU3TJzPq5FxcwKLmZuYc48/R7s5OXmtsZGMvb9zFu8/cbn61Zw/fLiwkNyHB6HCEEH0sqitnRGxq9vv5S1UVT1RXH1NiBmD7Wif76p8y8hPJGpB85G+IEx2NjSx78EHyxo1j+OWXH/a4KbKlSYhDsphMzMnMpKAslTGn5qEUpI4/l7yvPURHk4tXL7+cHW++2fOJ+onOjgAbP6rno//tOSgxo0wwaLSDmZcOpHBI2hETM+XvvcdLc+awae5cRnzta1z+5psMPuecSIR/zK7MzcUahnkZov9LsVj4XlERZ2VmGh1KWCmlKB6WzsxrJ5OamUDH1mXU/evHbHr8IT56eRstDZ0saG7Gs6+KY/FiKC3t+t8jqPZ6ebyqiod275bEzDGq9fn41Z49bOnHCUIh4lXUV86I2PJhSwv/aWg4rp7stiYvNTv3bwUZclKWVM3steyXv8Tf0cEpDz6I6TDDfnOsVspkaJwQh3VyejpvNzXBoFRAse6DWhKLR5F/7R9xvv4w295cyOBzzzU6zLDy792EV77x4GG/APllKQw5KYvk1CO3b4SCQUxmM/bcXLKGDWPaPfeQNWxYOMPuEyelpjJK5nGJ42BSiq/k5DA4MZFn6uro6MdtJimOBKaeX8zmrLPw1e3Etfzf7KzaRFvljxh9/hQWpKdz8YYN3ZvxOP/8rkHsX9jKVu/z8brTyUqXC5k9cPw6gkH+VFnJtXl5Yd+cJYSInKgeCBwuMhC477kCAZ6pre31XJlDWbOwhoaKrvPkFCdz0hkDjvuc/cGud97h3e9+l0m33874W2457HHnZ2VxQXZ2BCMTIvYsam7mpfqupX6NVR18uqiGYECjg34gxMiTi7Cb69GhUEwkHI6W3xtk96YWdm9qJeA7OImeNSCJoROySMtOPOI5WnbtYuUf/0hCaiqn/vKX4Qy3zyWaTPy8tBRHP58bIiLH6ffzZE0NO+NgXkpduZuV/3qXuld/S9DjIvOMW7hieBl/fuJeTAf++ZOTuxM0Tr+f+U4ny12ufrvtymiXZGcfc3tZfycDgUWskcoZcdw+c7t5trYWdx/cOWqp93QnZqCrakZ0yR45klHXXMPYG2884nHS0iREz2amp7OgqYmWQIDswmQmn1vE6ner8e29vti0vIHWNx7AtfVTJt9xB6Ovuw4Vw20wPm+Q3Rtb2LOplYD/4KRMaqaNoROzyC48cvtoR309q//yFz5/+WXMNhtjb7wRrXVMVTZemJ0tiRnRp7KsVn5YXMx8p5M3m5r6dQIirzSF0797PqsHD6X8X79lZIeL3/3lbkwB78EHdnSgzz+f9559lldGjybYj/9OosGrjY24g0Euy801OhQhxHGSyhlxzAKhEP9paOD9lpY+OZ/WmpVvV9Nc23V1lF+WwthT8/vk3LHuaC+ABiUmctfAgRGISIjYd2D1DICnzc/aRTW0NfkACHa00vren2nbtJy88eOZ+fOfx9ywYG9HgN2bW6nY/OWkjD3dyuBxmeQPSunx/aV84UIW/fCHBP1+TrziCsbfeivJMVahV2yzcc/AgZhiKJkkYku5x8NTtbXU+nxGhxJWoaDG/tw7PPS7H5Ec8PIXYChw5heO8yYm8ufHH2fr1KkGRBl/Zqanc1VeXkwlzMNNKmdErInd24DCUI0+H7/es6fPEjMAzmpPd2JGKThhfP8etne0KpYu5a1vfhNPU1OPx0rVjBBHb2Z6Og7L/gLSpFQrU84rYsDgVADMyelknH8P2ed/n6btO/nvpZdS/fHHRoXbK21NXtYvreOD/5Sza13zQYkZe7qV0afkMePiEgrKDr+FqbO5mdbduwHIHjWK0jPP5PL585lx330xl5hRwNV5eZKYEWFVmpTEfQMHck5mZr/emDh85Sc8/Mcfkxzw4gf+DpwF/BjwH3CcrbOT2265haEx8r4Z65a2tvJ0bS3xeONdiP5C2ppEr61zu3mqtrZPB+Bprdm22tn9uHBoGvY0WRHoc7tZ8tOfkmC3k9DDAEuTUkxMTY1QZELEPqvJxDmZmcw9oHrGbDExamYu6bmJbFnRSCgI9pGzSRw0kc7187AOGAFAW1UVKQMGRNUdylBI01jZwZ7NLTirvzz/ortSpjQFZTp83B0NDax76ik2vfgieePGcd4//0lKfj6n/+Y34Qw/rE51OCiVQekiAiwmExfn5DA5LY0X6urY1g9n0Vx/zz3YOjsBsALLgDuA3wAfAS8CRXuPtXV2cv0993DPokVGhBp3Pna5ALg+Pz+qfj8JIY6OJGfEUdNa84bTyXyns88n7dftbsfl7OpZNpkVg8dK1QzAit//no66Os6cOxdzwpGTVSOTk0m1yI+0EL2xb3NTcyDQ/ZxSipLh6WQVJLF+aR2tDV7MyenYp1zDmvcayB7QzKZfXktKfh5Tf/QjCiZNMvBP0NWOVbnNRdU2F96OLyfNHbmJlI50kFtiP2JSxrllC+ufeort8+ejg0EGn38+42++OZyhR0S6xcIlMVbpI2LfAJuNH5SUsNLl4r8NDQe9x8S6px96iO/ceisJexNPycDjwKnAzcBEYBuQSldr09MPPWRUqHHpY5cLk1JcKy1OQsQcuZITR8UbCvHPmho+dbt7PriXQiHN9jX7q2ZKRqSTaJf/NKs/+YRNc+cy+vrryR07tsfjpaVJiN6zmEycl5XF83V1X/qaPT2ByecWUb6hhZ2fNREMdKWlGyq9JE+6ipZlz/H6NdcwYOpUxn/rWwyYOjViH4R9nUHqyt3U7HJ3t4MeREHeQDulIzNw5B5++1LI70drjTkhgYolS9j5zjsM/+pXGX3ddaT3k/lVV+Tmkmg2Gx2GiFOT0tIYl5LCopYWFjQ10R7Da7cVMCYlhdlf/SoJJSX712fvdSVwEl2VNKlAh8XGnd96CN+EyXLBEWHLWltJUIor8/KMDkUI0QsyEFj0qNnv589VVVR6vT0ffAwqt7rY+FFXW4HFamLmZQNJSJQP0q9fcw3tdXVc9tprWHoox7eZTPxu8GASYnibjBBGCWrNT3ftotHvP+wxne0Btq5qpGbn/gR1yN+Je+2btK3+HwFXE+c89SzF0yaHJUatNR0uP41VHTRUtNNU4+FQv74TkswUnpBK0bB0klMPv5WoacsWtrzyCttef51pd93FkAsvxOd2o0MhbP0o0TvKbuc7RUU9HyhEBHQGgyxqaWFhc3NMJWlSzWZmpKdzisNB1oHbzhYv/lKCZp8Oi41zpn+NT3atpuSqe5h00UhSMmwRjFoAnJOZycU5OUaHYRgZCCxijSSyxRHt7uzkz1VVuMJUjhsMhNixdv+g29JRDknM7HX2Y4/hrq3tMTEDMD4lRRIzQhwjs1JckJXFU7W1hz0m0W5hzKn5lJzYyY5Pm2is7MBkTSRt8qWknnQ+HVuXs2lLBnWuKlqXv0hCQogxV11B+sCSY4pJhzTuFh+tjZ201HtpqunA4z78+3BWYTLFQ9PIKbFjOkzrkg6F+Oyf/2TnW2/RuHEjJquVgbNmkVZcDNDjXKtYk2Ay8XW5ayyiSKLZzLlZWczOyGBZayuLWlqoj9LNTialGJmczPT0dMampBx6wPGsWfDGG19K0PgSE7nruw+z6fNqfLXb2PF/t9K2+4dMvPrs7oHrIjLeamoi1WJhdkaG0aEIIY6CVM6Iw1rvdvP3mhq8oVDPBx+j8g3NbFnZ1dKUkGhm5mUDsVjjO8ng2rMHe35+jzNmDvS9oiJOtNvDGJUQ/VtIax4oL6fmKC+UWhs7Kd/QQt1uN/oLb5GNb/ye9k0fgA6RXDyMnCmnUzTrTBwlRVhtZiwJJpQCrbuSMH5vEF9nEK8nSIfLT3urnw6Xr7uN6nAceYnkl6aQX5qCLfnL91pCfj/169fTXlfH4HPOAeDlCy/EnJDAkAsv5IQLLiCxH39g/0pODmdlyvwyEb201mzu6ODD1lY+c7sJGPyZXAEnJCUxMTWVCampRz/H7sAKmuRk1sydy9+GDaN6RxufzltF3X9/hb+xgvTpVzDqxlsYMTUPk1lmoUSKAm4sKGBSP6qKPFpSOSNijSRnxCF91NrK83V1hML430fAF2LJy+X4vV1XNsOnZDPwREfYXi8W+Nvbefmii8gaMYKzHn30qL4nzWLh4bIyWRErxHFa09bG36qre/U9vs4g1dtd1Ox0dw81Bwi4Gmjf/AEdn3+Er3YbqSedR+aZt6JDQTzbPiFhwDDMKZm9mlFjtiqyCpLJLkwmp9h+yNlcjZs3U/nRR9SsWEHNqlUEOjqwpqRw3fLlmKxW/B0dWJOTe/VnjEVFNhv3Dhwo74siZniCQda63ax1u9nc3o4/Qp/Pk0wmhicnMzolhTF2+7EvFli8GG64AZ56Cv+pp/KTXbtoCQRwN3tZs6CcipcfpX3DQrIvvpuCGaczblY+SSmHb70UfcuiFN8rKmJoHLz/H0iSMyLWSHJGfMnbTievNjaG/XW2r3Wy49NmAJJSLJx86cC4v5Oy9P772fzSS1z4/PPkT5hwVN9zRkYGX83NDXNkQvR/Wmt+tWcPu/euiO0tj9vfNQ+mtpOWek/35iR/Sy2EglgzC/HWbKX22TsAMCU7SMgrw5pdQsroM0jIKSXk8xDyuFA2O0npKaTnJuPITsCRl4wjLwl/mwvXnj14mptpq6zEtWcProoKTn3wQRIdDlb+6U+s/etfSR80iMJp0yicOpWCyZNJdMRP4lsBd5WUyOpsEbP8oRBbPR62dHSw3eNhT2dnnyVrMq1WShMTKUtMZEhSEiWJiWFJYi5ububF+q55ggF/iA0f1lP+wUckloxBKYVJexh3Vhk5RVL1GynJZjM/Li4m3xY/s38kOSNijcycEQd5paGBBU1NPR94nLyeAOUbWrofn3BSVtwnZiqWLmXziy8y5oYbjjoxA7KlSYi+opTi4uxs/lRZeUzfn5RipWSEg5IRXYmezvYA7a0+2luz6Wjz4/eG8BWMIiX9/+io2EJn9XY8ldtxf/omxTNPJm9MBq6Nm1j9hx996dwXvvACpoKT2LVwIUvuvbf7eXNiImnFxXhbWkh0OBh19dWMvvbaft2u1JNZGRmSmBExzWoyMdJuZ+TeduWQ1tT5fFT7fNT7fDQFArQGArQFg3SGQvhDIUJ0JSatSmEzmbCbzaSZzWRYrWRbreRZrQyw2UiO0Oayk9PTeaupidZAAIvVxNjT8nDkzmbrykZ8zipqn/sBLauuYNw3r+eEcVmow8zKEn2nIxjkz1VV3FVSQsqxVkgJIcJKfjIF0HUhMbe+ng9aWno+uA/s/Ky5e55CSkYCBYP61yDK3vK6XCz5yU9wDB7MxNtvP+rvy09IoCTx8GtyhRC9c6LdzrDkZLYcYvtIbyilSEqxkpRiJbvwiylrTEsAACAASURBVF8tAc7qfqS1RodCmMxm2vInYLc/iK+tDb/bjdYak9lMSn4+AEXTpnHWY4+R6HCQWlhIcm7uQa1RSVlZxxV3rMuwWLg4O9voMIToUyalKLDZKIihigerycSczExe2ls9o5SidKSD9Gwba97uxFYyiuZFT/JJ9RaavvFjxp81SBZCRECD38/j1dV8v7j40EOehRCGkuSMQGvNs3V1LGttjcjredr8VGzZ/1pDTpI7Jt6WFpKyszn5/vux9OLDl1TNCNH3Ls3O5ld79kTs9ZRSqL13s1MLCxn+la8c9tiUAQNIGTAgUqHFnKvy8rDJ5johosLM9HTe3ls9s09GXhInXz6cz3J/Qflrz9PywbNsevhWWit+yuTLJ+HIkRtO4bbN42FuXR1X7036CyGih3yCiXNaa56urY1YYgZg+9qm7u0mjtxEcorjazjZoaSVlHDJyy+TO3r0UX+PAianykpKIfpaaVISJ8nPVsyZlJrK6H62DlyIWGY1mTj7EBvTbEkWJp1dyPibbiL3il8Q9LhwLpvHijcr2bO5hXichxlpS1tbI1YtL4Q4epKciWP7EjMfu1wRe822Zi/VO9q6Hw+dkNWrbSX9TWdzM8se7Gph6O3fQ1lSEtm9WLcthDh6l2Rny6afGGI3m7lCBqMLEXVOSU8n7RDzTZRJMWRCFtNvnEPxTY+ScdoN6BCsf2cz69+vJhgIGRBtfHmpvp4dHo/RYQghDiDJmTiltea5urqIJmYAtq3eP2w4uyiZjPz4Htr44QMPsOnFF2nr5fpekJYmIcIpNyGBU9LTjQ5DHKXLc3KOfQWwECJsrCYTZx5hQHlusZ2ZV48nPS8VHfBR9+I9rH3oe3z04no62vwRjDT+BLXmb9XVuA5oOxNCGEuSM3Hqxfp6PopgKxNAc52Hhor27sdDJsT34Mrtb7zBzrfeYsK3v03WsGG9+l6zUkyUtgshwur8rCwSZX5J1BtptzNVEmlCRK1THQ5Sj7AlKjnVyuRzCykakUX69Cvx1Wxj2x9vZfFfFhz0uVH0vdZAgCeqqwlJK5kQUUE+dcahVxoaeD/CfaZaa7asbOx+XFCWQlpm7Gwd6GttVVV8+POfkzduHGO/+c1ef/9Iux17hNZhChGvUi0W5hxiXoKIHokmE1fn5RkdhhDiCGwmE2ccoXoGwGwxMXJGLpNvvoKC636HstioevbHvP/wE2xb45Q5NGG0zePh1cbGng8UQoRdr5IzSqmhSqn/p5R6USm1TCm1VSn1mVLqXaXUb5VS5yqlZMx6FFvQ1MSCpqaeD+xjdeXttDZ4AVCmrg1N8WzZgw+ig0Fm/fa3mI6hFH+KVM0IERFnZGSQIe0yUevSnBwyrVajwxBC9OA0h6PHm0pKKYqHpXPy9TMpveVRksom0LF5CTvWNLB2YQ1+bzBC0cafd5uaWOd2Gx2GEHFPHU0mWin1NeD/ATP2PXWYQzXQAjwNPKq1Lj/+EPvexIkT9apVq4wOI+I+am3l2draiL9uKKj58NXdeNq6elpLRzkYNik74nFEE3dNDc3bt1M8c2avvzfRZOJ3gwdjlXYLISLiE5eLf9bUGB2G+IKhycncUVQU10PlhYgl851O5h1lhYbXE+CzRTU4K5ow2ewEPW3YbEEmXzKa1DiuvA4nu9nMfQMHktGPEt5KqdVa64lGxyHE0Tri1Z1SapZSai3wAjAKeAa4GRgH5AMJQDpQBpwL/ALYAnwf2KyUelgpJVNLo8BnbjfP19UZ8tp7Pm/tTsxYEkyUjTlyaWt/1tHQgA6FSCkoOKbEDMD4lBRJzAgRQZNTUxmUKEWh0cRmMnFdXp4kZoSIIac7HCQd5ecXW5KFiecUUTahEICmtx9l119u4/3H3j5o66foO+3BIE/W1Mj8GSEM1NM75HtAELgCKNBaf0Nr/Q+t9Tqtdb3WOqC1btNal2ut39Za36+1ng4MAx4DbgO+F94/gujJTo+Hvxs07MvvDbLzs/1tVIPHZWK1xeeslIDHw+vXXssH9957XOeRLU1CRJZSistzcw9bMioi75LsbLITEowOQwjRC0lmM7N6mD1zIJNJMWxSNmNn5ZM56xpMiXZqXriHZX/8B5uW1xMKShKhr233eJjvdBodhhBxq6fkzFe01hO11v/RWnuP9qRa621a6zuBwcC7xxWhOC71Ph9/rqrCb1AWfOe6ZvzeEABJqRZKhsfvRo2Pf/MbWnft4oQLLjjmc6RbLAxPTu7DqIQQR6MsKYnJkhiNCkOTkznN4TA6DCHEMTgjIwNbL6t/80tTOOWGGQy+7VGSBp1E07uPs/aRB/jk9V14O2QNdF97s6mJ7R0dRochRFw64ruj1vrV4zm51rpWa/3x8ZxDHDt3IMD/VVbSHjRmgJqnzc/uTfu3Qg2dkIXJHJ/3nve8/z6b5s5l9PXXUzR9+jGfZ1JqqpTxC2GQS7Oze31RIfqWtDMJEdvsZvMxJVdTHAnMuGw4I7//a9Knf43O3Z/RXNnEsnkVNNd5whBp/AppzT9ra+k06PpBiHgWlk+ZSilZbWGwQCjEY9XVNPj9hsWwdY0T3VU0Q3qOjbzSFMNiMZLH6eSDe+8lc9gwJt9xx3Gda6rcuRfCMA6rlfOy4nvTnNG+mpMj7UxCxLgzMzKwHkOC1ZJgYvzsAUy6/XsMuPEvmO0OvO0+PnzqA3ZvapF1233I6fczt77e6DCEiDu9XaX9955WZSulBgEfHldU4rg9W1fHDo9xdxJaGzqp3bl/Jd+wSdlxe6ezva4Oq93O6b/7HebjuKgoSEigWIaSCmGo2Q4HeZIcMMQou52Z0s4kRMxLtVg45Rh/lpVSlI3JYPIFJ2C1mXB9/DI1z97Jyr8+w7oPagn4Q30cbfz62OViTZsMXxYiknpbOXMjsEIpNfxQX1RKfQVYA0w63sDEsXvT6eQTl8uw19da8/mK/asSc0vsZOQlGRaP0bJPPJHL33yTzCFDjus8MghYCONZTCauzM01Ooy4YzebuTY/3+gwhBB95KyMDCzHcdMua0Ay0y4sZsCZl5JUOp6md//Kxsd+xfLXdtLu8vVhpPHt+bo6XAGZ6yNEpPQ2OfMgcCKwSil1w74nlVIJSqnHgH/Ttd3pkr4LUfTG2rY25jU29nxgGNXuctNS3wmAMsHQifHZBlC/bh0rHnmEkN+PyXJ8nX4KZBipEFFihN3OxNRUo8OIK1fn5ZF+nO+jQojo4bBamZ5+fEsiklKsTLt0GOPv/h3p067Ave4ddvzlTj7816fUV7T3UaTxrT0Y5Lm6OqPDECJu9Co5o7W+DzgbaAOeVEo9p5SaCKwAbgGWAeO01vP6PFLRoyqvl6dqazGy4zbgD7Fl5f7k0MATHdjT468FwNfWxnt33MH2N97A3wcT7wcnJZFltfZBZEKIvvDVnBwSZThwRExNS+MkSYYJ0e/MyczEdJwt72aLiVEz85lx953kXnoPgdY6fK3NrF1Yw7Y1TnRI5tAcr3VuN8tbW40OQ4i40OtPllrr94BxwELg68AnwEjgl8CpWuvKPo1QHJX2YJDHqqrwhozttd21vhlvR9d094REM4PHZhoajxG01iy57z7cNTXM/v3vsR3nnSGQliYhoo3DauXi7Gyjw+j3sq1WaSMTop/KslqZ0keJ16Khacy643IG3/E0CXmDAdj81sesWViDzytbh47XvxsaaDFwyYgQ8eJYb/u1AQ10dVsooBX4QGvd55kBpdQcpdQWpdR2pdRdhznmcqXUJqXURqXUC30dQ7TTWvNkTQ2NBr9petr8lG/Yvzp7yIQsLAnxd2d580svsfPtt5l0++3kjR9/3OezKMUEuWssRNQ5zeGgVIZ0h41JKW4sKCDRbDY6FCFEmJyTlUVfrYtIz05kxmVDyBqQRMeOldQ+dydbn/kjy18tx+X09tGrxKeOYJB/yfYmIcKu11fOSqmxdA39vRJ4h652pgRggVLqQaVUn12NK6XMwF+Ac+iadXOlUurELxwzBLgbmKG1Hgnc3levHyv+19jIpnbje2u3rGokFOwqH03LslE4JP4SCj63mxWPPELRyScz9sYb++Sco+x27HJxIkTUUUpxTV7ecZfli0O7ICuLsqT4HSYvRDzIS0jo0xtQCYlmJpw5gBEXnk7qxItoWz2P3U/dw7L/bKJqm3HLMvqDdW43KwxcOCJEPOjtKu3bgOVAGXCP1nqO1voJYAKwDrgLWKqUKu6j+CYD27XWO7XWPuBF4KIvHHMT8BetdTOA1jqu0rqftrWxoKnJ6DBoqumgrnx/gmj4lPhcnZ2QksL5Tz/Nab/+NaqP5lFIS5MQ0asoMZE5mfHXvhluQ5OTOUf+XoWIC+f2YfUMgDIphk/O4/QH7yPngtvprNxI9dPfZ82rK9m0vL77RqLovZfq62mT7U1ChE1vrx7/D6ina7bMw/ue1FpvA6YCjwHTgE/7KL5CoOKAx5V7nzvQUGCoUuojpdTHSqk5hzqRUupmpdQqpdSqhoaGPgrPWPU+H08bPAAYQIc0mz/ZPwS4oCwl7lZna62pXbMG6FqdndxHsyiSTCbG2O19ci4hRHicl5lJQUL8DT4PlxSzmRvz8+MywS9EPCq02RiTktLn580bmMJZP/kGpTf9Dh3w4W/cQ8XnLla8WYnHLfNTjoU7GOTf/eQ6Soho1NvkzGvAeK318i9+QWvt01p/B/hKn0R29CzAEOA0ulqt/q6UcnzxIK31E1rriVrriTk5OREOse/5QyH+Vl2Nx+ABwAAVW1y4m30AmC2KoRPjb0jmlpdfZt7Xv87uxYv79LwnpaZikY0wQkQ1i8nEdfn50t7UBxTwjYICHLKdToi4cl5WVljOa09P4PRvn8X4Xz6PfcRMABo2bmLZa3twVh//Ns14tMLlYmMUjFMQoj/q7SrtS/a1Dx3hmFfp2ubUF6qAA1ukivY+d6BKYJ7W2q+13gVspStZ06+9WF9Ppdf44WZeT4Bta5zdjweNziDRbjEwoshr3LiRj37xC4pmzKD4lFP69NxTpaVJiJgwKCmJMzMyjA4j5s3JzGSkVAsKEXcGJiaG7WffYjUx/uxBDJucTaCpkppn76Tm3w+x4o2d7PysCa2NrkGPPf+qq8MXBTeIhehvwnJLXmtd0fNRR2UlMEQpNUgplQB8DZj3hWP+R1fVDEqpbLranHb20etHpU9cLj5sbTU6DAC2rnQS8HW9OSenWikd9aWipX6ts6WFd7/7XRKzsjj9d7/D1IeDezMsFobIMEwhYsaFWVkMsNmMDiNmDU1O5kJZTy5E3ArnnCmlFKUjHUz7+mSyz7iejq3LqX3+h2xe/Dlr36vFL+u2e8Xp9/O609nzgUKIXjlickYp9cX5Lr2mlCo41u/VWgeA24AFwGbg31rrjUqpB5RSF+49bAHgVEptAhYDP9Ra99t3izqfj3/V1RkdBgBNtR6qd7R1Px4xLQezJX5acLTWvH/XXbTX13Pmn/5EYh/fNZ+SliYzF4SIIRaTiW/k52ORn9tec1gs3FRQIK1hQsSxIcnJYb8plVmQzHm/vp2ymx4k0FpPzTO3U7HsEz5+vZK2JuMr0mPJwuZmKjs7jQ5DiH6lpyvp7UqpPyilBvTmpKrLRUqptXRtUzpmWus3tdZDtdaDtdYP7n3up1rreXv/XWut79Ban6i1Hq21fvF4Xi+aBUIh/l5djTcKyghDQc2m5fsHguWVppBdmGxgRJGnlOKECy7g5J/+lNwxY/r8/LKlSYjYU5yYKNUfvWRWipsHDCDNEl8tsUKILwvX7JkD2ZItnH77xUx44AlMSWl07lpLR5ufj9+oPOimoziykNb8q75e2sKE6EM9fRL6DfAD4Dal1ELg38CHe7czHUQplULX6uuzgauAAmAF8EqfRhzHXm5ooCIK5swAlG9sob1l/xDg4ZPj62Ik4PVisdk44bzzwnL+YptN2iOEiFFnZWSwqb2dzztk2OTRuDwnh8HSwimEAEbY7ZQmJlIe5ooMk0lx0kUTyD3heTavbiMUBG99BesW+2ipz2b45GxMZqnk68lOj4cPW1uZ6YivsQZChMsRK2e01j8DhgNPATOBJ4HPlVLNSqnPlVLLlVJrlVJ7gGbgXeCHdK3bvkprPU1rvSG8f4T4sM7tZnFLi9FhAOBx+9n5WVP34xNOyoqrIcDu2lpeOvtsdr79dtheQwYBCxG7lFLckJ9PSh/OoOqvTk5P5zQZpCyEOEAkqmf2KRqZz7QLB5Jo81E79y7qXvwJ5at3s+KtSjrbAxGLI5a92thIe1Bm9gjRF3ocEKK1rtBa3wwMAL4NvAp00jV4dwowFsgFPgUeAaZrrU/qz+1FkeYKBHi2ttboMLp9/kkjwUBXCWNKRgIlI9INjihyAp2dvHvbbfhcLjKHDg3La5iUYpIkZ4SIaQ6rlRvy85H7roc3OCmJK3NzjQ5DCBFlRtvtFEWwejjFkcCMrw5n0BW34avdRs2z36dhwyaWz6uQddtHoT0Y5NWGhp4PFEL0qKeBwN9VSk0G0Fq7tNaPa60v01oXADa6EjYZWutErfUkrfUPtdYfRyDuuKG15unaWtqiJCNdt9tN/Z727scnTsvBZIqPyw+tNUt++lMaNmxg1m9/i6OsLCyvMzw5mXSZvSBEzBuVksLZYdw+EsuyrFZuHTAAiyl+hsgLIY6OUiqsm5sOxWI1cfoPr2LKg38Dral9/kc0r13Mqneq2bmuWeaq9ODD1lbKPR6jwxAi5vX0qeiPwJx9D5RSQaXUfQBaa7/WulZrHR07nfupxS0tbGxv7/nACPB7gwcNAS4ckkZGXvzMCVj/9NNsnzePid/9LqWzZ4ftdaSlSYj+46LsbIYmx9ew9J4kmkzcVlhIqiShhRCHMSE1lfyEhIi+plKKMRdN45yn52IrGEz75iXokGbbaiefLqrF74uOG6XRSANzZTiwEMetp+RMJ10VMvuovf+ICKjxenklisoEt6x04vN0/WJKSDIzbFLkeoKjgdflYtBZZzH+llvC9ho2k4lxKSlhO78QIrJMSnFzQQEZkogAujYz3TJggAw8F0IckRHVM/sMGFnMV/7zPINvuBelFIE2J7XbGmTddg/KOztZ5nIZHYYQMa2n5Mwu4GylVN4Bz0lKNAKCWvOPmhr8UZKBdlZ3ULVt/xvuiVNzsNria9jlpO99j9l/+AMqjGX441NSsEmZvxD9SqrFwq2FhViV3Nu4Ji+PEXa70WEIIWLA5LQ0sq1WQ17b7khm6sUnUDI8lYZXH6T2uTtpLS/nk/mybvtIXm1owBMloxiEiEU9XQX+DTgJqFZK7ftJu39ve9OR/pHx5sfpDaczatZmBwMhNi6r736cO9BOXml8VHf43G7m33ADtWvWAGAK8/aVKdLSJES/NDAxkWvz840Ow1AXZ2czLT1+BsgLIY6PSSnmGDi3y2RSjJiWx4Tv3E6wo4XaZ+/AvW0165fUsfnjBkLB6LiBGk3agkHecDqNDkOImHXEOmut9f8ppeqB8+ga/jsL2AOUhz+0+FXu8fB2U1PPB0bI9rVNeNq68m2WBBMnTs0xOKLI0KEQ7991F9UrVjAuAokyh8XCCJlNIUS/NTktjVqfj/lx+MH1jIwMzongelwhRP8wLS2N+U4nzQHj7vuOvvR0coa+yIJvf5v6/9xPxqxvsFtfhKvRy5jT8khKMaa6J1otamlhZno6+dK+KkSvHc0q7Re11tdorfdNQH1Kaz2rp3/CHHe/5Q+F+GdtLaEoaWdqbeykfGNL9+Nhk7KxJcfH7ISVf/gD5QsXMvXHP6Zw2rSwv97ktDSUtD0I0a9dmJ0ddxVyM9LTuSwnPpL6Qoi+ZTGZomLrXf6owVz+2n9wjJmBe9076ICPloZOls+roKEyOhZ3RIuQ1vwnimZmChFLejvc4ufA+2GIQ+z1v8ZG6nw+o8MAutqZ1i+t754ylFmQROGQVGODipDP//tfPv373xnxta8x6pprIvKaU1Lj4+9WiHh3bV5e3FTJTUlL45q8PEk8CyGO2cnp6aRFwVD1JEcql73wONMf/hvmBBshfyceZyNr3q1h22onoVB03FiNBhva26Nm26wQsaRXyRmt9c+11kvCFUy82+Hx8F5zs9FhdNu+pon2lq5EkdmiGDkjNy4+YGutqViyhKIZM5hx770R+TMX2WwUJSaG/XWEEMazmEzcWlhIaT//mZ+Umsr1+flx8XtDCBE+VpOJMzMyjA4D6Jo9OGzGICadU0jr4r9R+8zteKs2s3NdM6sWVOPtkLGb+/ynvj5qOgGEiBWyFiZK+EMhnqmtjZpVWE21ni+1MyWnxkdPrVKK2Y88wpmPPoopQlsCpsZZm4MQ8c5mMvHdoiIK+2lP/tS0NL5RUIBJEjNCiD5wqsOBPcxLGXojIy+J0+75f5htNmpfuJu2zxbQXOth2bwKnDUdRocXFWp8Ppa0tPR8oBCimyRnosQ8pzNq2pkC/hAbltZ1P84uTKZoWP9PHniamnjnO9/BXVuLyWzGGqG2A5NScTeDQggBdrOZ7xcVMaCfJWhOdTi4Pj9fEjNCiD5jM5k4I0qqZ/bJHz2CK15/hcxRJ9H09qM4F/wFr7uTVQuq2fFpE1qqRnjd6ZTV2kL0giRnokC5x8PCKGpn2rKiEY97/3ameGhnCni9vPPtb1OxZAkddXU9f0MfGpGcHBW91EKIyEu1WLijqIiifpKgOT8ri6/LjBkhRBic7nCQHEXVMwBJmRlcOvcphn7tOjq2fEjQ3Qy6a9Pp6ndr8HXGd2LCHQzyVhRtoBUi2klyxmCBUIhn6uqipiezoaKdyq2u7scjpuaQaO/fiQMdCvH+3XdTt3Ytsx5+mNyxYyP6+tOkakaIuJZqsXBncTFlSUlGh3LMTEpxdV4eF2RnGx2KEKKfSjSbOd3hMDqMLzGZzZx2/91c9sZ8coaWoLXG76zEWdXBstf20FznMTpEQy1qbsbp9xsdhhAxQZIzBnu7qYlqr9foMADwegJs+Ki++3FeaQoFZSkGRhR+WmuW//rX7HzzTSb/4AeUzZkT0ddPNJkYl9K//46FED1L3tviNCYG3w+SzWa+W1jIzCi8aBJC9C+zMzJINEXn5YujMJeJcwpJqH2P6qduw73uXbwdQVa+VcWu9c1x2+bk15rXGhuNDkOImBCd725xosbrjZpSP601G5bW4/N0lV8mJJk5cVpOvy9N97e3U7V8OaOuvZaxN94Y8defkJqKNUo/ZAghIivBZOL/DRjA7Cibq3AkA2w27i4pYYTdbnQoQog4kGw2MyuKE8Emk2L6rVeQM3o8zrf+RNPCvxEKBNi6ysna92rwe+OzzWmFy8Wezk6jwxAi6slVoUG01jxXV0cgSrLouze10li1f7r86Jm5JCRGV19vOCSkpHDR3LlMu+suQxJRsqVJCHEgpRSX5+ZyXX4+1ihPjk9NS+PukhJyExKMDkUIEUfOyMjAFsU3thIzMrjo+acYcdW1tK1+nbqXfkKwvYWGig6Wz6ugpSH+khQa+G9Dg9FhCBH1ovedrZ/7oKWFHZ7o6EFtbexk66r95YaloxxkF/bvu6AVS5ey8I47CHi9JKSkoAz4JZ9ltTIkhmdMCCHCZ3p6Oj+O0sRHksnENwoKuKGggIQovkASQvRPKRYLp0Zx9QyAyWJh5n33cNrDvyHQsBO/swIAjzvAivmVcdnm9HlHBxvb240OQ4ioJp+qDNDi9/NqlPReBvwh1r1fhw51PU7LsjHkpCxjgwqz+vXrefd736N11y5CBg4om5qW1u/bxoQQx644MZGfDBzIzPR0o0PpNspu52elpUyRqj8hhIHOysiI+upCgKEXXchV7y9i6vVnYkkw4WsoR2vYusrJ6ndr8HoCRocYUa80NMRdUkqI3pDkjAFeamigMxQyOgwANn/cQEdbV4LCbFGMOS0Pkzn6f9kdq+YdO3j75ptJyszknCeeIMHA4ZvS0iSE6InNZOLq/Hy+X1RkaBWNw2LhpoICvlNURIbValgcQggBXVvuor16Zp9Eh4O8gSmUFdVR89R3aHrv7+hQcO82pwqc1R09n6SfqPR6WdHWZnQYQkQtSc5E2Hq3mzVR8qZUtc1F9fb9sZw4PRd7WvSV0PcVV0UF82+4AWU2c+6TT5Kck2NYLIOTkqKyXUEIEZ2G2+38bOBALs3JISmCrUSJJhMXZGXxwKBBTJSEshAiipyVmRkT1TP7DJw+kZFXXU3bqteoe+k+gh2t+DxBVi2oZutqJ6FQfFSUzGtsJBAlN6mFiDaSnIkgXyjE3Pr6ng+MAFeTl03L9w/mKhicyoDBqQZGFH6dLS1YkpI475//JL201NBYpstFjhCilywmE2dnZvJgWRnnZmWRbA7f0Ha72cx5WVk8VFbG+dnZUT18UwgRn9ItFmbGSPUMgMlqZcZP7uW0X/0Kf83n1D5zO97qLQDsWtfMyjer8LiNa7ePlEa/n6WtrUaHIURUkk9bEfSG04nTwBkn+/i9QT5dVEso2JWht6dbOXGacVUk4RbwegHIHT2ay+fPJ3PoUEPjsSrFhNT+nQgTQoSP3Wzmouxsfl1WxlV5eQxMTOyT8ypgSFIS1+Xn83BZGRdmZ2MPYwJICCGO19kZGVhiqHoGYOgll3DR3BdITEnA6tnd/XxLQyfLXqugttxtYHSR8WZTE16pnhHiSyxGBxAvarxeFjY3Gx0GWmvWL63Hc8CcmXGnF2Cx9s88XWdLC/Ovv57B55/PuG9+E5PF+P/kx6WkkCQXPEKI42QzmTjF4eAUh4N6n4/P3G42d3Sww+M56rlmqWYzJyQlcaLdzhi7HYfMkxFCxBCH1crM9HQWt7QYHUqv5IwaxWXzXsOSnEz5hlY2vP4R1pxSAiTy2eJamoanMWxSNmZL//x87goEeK+5mXOz+vcSEiF6y/gr1TjxQn09wSiYTr5rfQsNFfvX2I06OY8UR/+cwgAFIgAAIABJREFUfeJzu3n7W9+ieccOskeMMDqcbtOjaPOKEKJ/yE1I4MzMTM7MzERrTYPfT53PR3MgQHswiE9rFF0JnRSzmSyLhfyEBEnGCCFi3pzMTJa2thKIgs/ZvbFvKUXhQBMfvHI/ppQcsi66B2tGARWfu2iu62Tsafn99nP6O01NnOZwhLVFV4hY0z/TsVHmE5eLrR3GT2J3VnewbY2z+/HAkenkDzJuW1E4+dxu3rrpJho2bOCMP/6RohkzjA4J6Np4MiI52egwhBD9mFKK3IQERqekcIrDwTlZWVyUnc2F2dmcnZnJjPR0hkuVjBCin3BYrZwcwze+bOnpzP7DI2iPk7rnbqdj+ycAuJt9LJ9XQcXnrf1y/bQnFOLtpiajwxAiqkhyJsw6g0Febmjo+cAwa3f5+HRxLex9b3fkJTJ0YraxQYVJKBjkrZtvpn79emY/8gils2cbHVK3aWlpqBjrjRZCCCGEiGbnZGbG3OyZA5WccgpfeeUVMgYNpOG/v6Bl6bNorQkFNZuWN7D2vRq8noDRYfa5xS0tuAL9788lxLGS5EyYzXM6DX/T8fuCrF1YQ8DXNYPAlmRm7Gn5mEyx+0vsSExmM8MuvZQz/vAHys4+2+hwDjIthu/sCCGEEEJEo32zZ2JZalERF86dy7DLLiM7J0hqhq37aw0VHSx7rYKGyvYjnCH2+EIh3nQ6ez5QiDghM2fCqMrrNXxAmQ5p1r1fR3tr1wBgk1kxbnYBicn97/96r8tF8/bt5J90EsMvu8zocL6kLCmJvIT+2TcshBBCCGGkWJ09cyCLzcapv/wloWAQrRVrX/2E6q1N2AYMw+cJsubdGkpGpDN0Yla/GRa8tLWVszMzyZBWWyGkciac5tbVETL4F8TWVU4aq/bPuxk5IxdHTt+sXY0m3tZW3vzGN3j7W9/C63IZHc4hTU9LMzoEIYQQQoh+yWG1corDYXQYfcJkNmO2mKh76+/Uzf0xHevmd8+d2bO5leWvV+Jq8hocZd8IaM18qZ4RApDkTNisdLnY5vEYGkPVNhflG/dX7pSNyWDA4FQDIwqPjsZG3rj+epxbtjDrN7/BFoVJEKtSTErtf3/3QgghhBDRYk5mJtYYnj3zRbMfeYTiGTNoeOuvtL3zW0Lerram9hYfH79eQfmG5n4xLHiZy0Wjz2d0GEIYTpIzYeANhQwfAuys7mDjsvrux7kldk44KdPAiMLDXV3N61ddRWt5OWc/9hgDZ80yOqRDOik1lURZFSiEEEIIETbpFku/qZ4BSHQ4OPuvf2XKD39Iy/qPaHzxDkLtXdcYOgRbVjpZ/U41ne2xPVQ3qDXzZXOTENGfnFFKzVFKbVFKbVdK3XWE476ilNJKqYmRjO9Q3nI6aTFwCLCrycvaRTXorvm/pGQkMPqUvH65JWjTSy/haWri3H/8g+KZM40O57CkpUkIIYQQIvzmZGaSYIr6S5yjpkwmxt54Ixc89xwFJ43l5CvHkJa1f1iws9rDstf2ULvLbWCUx+9jl4t6qZ4RcS6q37mU+v/s3Xd8leX9//H3dWbGyTyZJIEwE9kjIkIRBBUnuFFRK2oVrbWtndbW1vbbals7fx1UrVbrqLZaRcW9iuAKgooMGbIJJCEkZJB1rt8fCVMgBJLc55y8no8HD3Luc+W+38DhJPcnn+u6jFvSnyWdIWmgpEuNMQMPMi5B0tclvde1Cb+orKFBr1RUOHb9uupGffjKZjU3trQ4+uPcGnlKtjzesP6nbjcbaqk8Fd18s85/8klljRzpcKJDC3q9KoiLczoGAABA1Ev0eDQxirpndssaOVKn/Pa3SgjGa+iJcWr44F6FdrUUZBrrQ/rozRJ99GaJGuqbHU56dELW6jnWnkE3F+537KMlrbLWrrHWNkj6l6RpBxn3M0m/lLSrK8MdzBOlpY6tEt9Y36yFr2xRfW3Lm7LH69KoU3soNhBdq59v+eADPXnuuareskUut1uJPXs6HemwxiYmRmXXEgAAQDiakpIifxR1zxxo2+IPVfK/57X9iW/J7li953jJ59Wa/9/1Kt0QmVtuv19Vpa10z6AbC/d3rRxJG/Z5vLH12B7GmJGS8qy1zx/uRMaY64wxxcaY4tJOWg9mWU2NPqp2pqWwuSmkRa9vUc2Oljc045KGT8pSQqq/jc+MLKtfeEFzr7lGoaYmKQIKHkbSiUlJTscAAADoNgIejyanpDgdo9P0PvVUTX34YRljtfHv35JZ99KehYEb6pr14atbtOTtbWpqCDmctH2sRPcMurVwL84cljHGJem3kr7V1lhr7T3W2iJrbVF6enqHZwlZqyccWgQ4FLL66M2tqijZ2zg0+EuZCvaInqk01lp99Pe/67VvflNpgwdr6iOPKJCV5XSsNhXGxSnoja7OJQAAgHB3akqK4qJ4M4bM4cN1/lNPKe+kk7T2X/9PgdIX5Yvd++fdtLJK859Zr/IttQ6mbL8PqqpUUh8d24QD7RXuxZlNkvL2eZzbemy3BEmDJb1pjFkraYykOU4sCvy/HTu02YE3EhuyWjJv637ti/1HBaNuy+yljz2m9379a/U5/XSd9cADiomQn4aMo2sGAACgy8W53To1Qr5fPFoxyck67c9/1rjbb9eor8zQuHN7Kj0vZs/zu6qbVPziZi17t1TNTZHRRWMldm5Ct+VxOkAbPpDU3xjTWy1FmUskXbb7SWttpaS03Y+NMW9K+ra1trgrQ9Y2N2uOAy141lotfadUW9bsnUqVPzhZvYdE3yJo/c4+W011dRo6c6ZMhMwhjnO7NSIQcDoGAABAtzQ5JUWvVVSoujkyF8k9EsYYDbqs5fYo1NSkjQ98T3G9CqWCi9UcaumkWb+sUmWbajVkfKaSM2IOd7qw8EFVlc4OBpXp8zkdBehSYX2Xa61tknSTpJckLZP0hLX2U2PMT40xU51Nt9fz5eWq6eI3fWutPvugXBs/q9pzLK8wUQOKglGz+GzN1q16+4471LRrl/yJiRp2zTURU5iRpBMSEuSJoLwAAADRxO9y6fTUVKdjdJlQc7NSBwzQmqce0Y7/fl8BT9me52qrGvXe3I1a8UFZ2HfRWLXcXwHdTdjfOVpr51prB1hr+1prf9567HZr7ZyDjJ3Y1V0z2xoa9MaOHV15SVlrtXrxdq39dO91e/RN0HFj0qOmMLPt44/13wsv1GfPPKPtK1Y4HeeoMKUJAADAWROTk5XsCffJAh3D4/frSz/+sU77y19UU7JFy38zSwk758u1eykaK61dskMLntmgipI6R7O25YOdO7WNnZvQzYR9cSbcPVlaquYu3DrbWqtVH27X6sUVe45l9IrXoC9lRE1hZuWcOXr28svl9vl07mOPKWPYMKcjtVuvmBjlxYR/2ygAAEA087pcOisYdDpGl8qfNEkXPvOMskaO1IbnH9WYMzKUmhW75/naqka9/8ImLX2nVE2N4dlFE7JWL7D2DLoZijPH4LPaWi3uwq2zrbVaubBcaz7eW5hJy4nTsAlZcrmiozDz8T/+oTe++11lDBum8/7zH6UWFDgd6ajQNQMAABAexiUlKb2b7Z4Zn5mpM++7T2c/9JAS0hM1fEKKMgPr5PbuvWfYsLxS859er7JN4bmj07tVVSqjewbdCMWZo2St1b+7cOvs3WvMfP7J3qlM6blxGjE5Wy53dBRmJKnnSSdpyFVX6az774+YHZkO5DVGoxOia7csAACASOU2RlPT0toeGGWMy6X4zExJ0icPPqj3f/RVeZY9qNT0vfcOu6qbtPDlzVry9lY11ofXwskha/Ui3TPoRijOHKX3qqq0fteuLrmWtVbL3y/bb42ZjJ7xGj4pOgozpZ98ond/9StZa5Xcp49O/P735Yrgn26MSkhQrNvd9kAAAAB0ieMTEpTr9zsdwzFDr75aQ6++Wp899W+t+sMs9UjdLK9/763gppU7Nf+/67VtXdfNCjgS71RVqaKx0ekYQJegOHMUGkMhPV1W1vbADhAKWS15e5vWL63ccyyjZ7yGTcyK+MKMtVZLH3tMz1x2mVa/8ILqomRV9i8xpQkAACCsGGN0bjfsntnN4/drzHe/q6kPPyxJeuf71yvYuECZ+YE9Y+rrmrXo9RJ99EaJ6mubnIq6nyZr9RLdM+gmKM4chVcrKlTR1PlvWM1NIS1+fYs2r9q551hmfryGnRz5hZnGmhq9/u1v6+077lDOiSfqgqeeUlwUfMHM8vnUPy7O6RgAAAA4wJBAQP1jY9seGMWyRo3ShU8/rUEzZqjXSeM0/OQsDTs5U77YvV3fJWur9fZ/12v98krZLtz45FDerqxUVRfcewFOozjTTjubmrpk7mNjfbMWvrxZpRv2LtCV0z9RQ6Ng8V9rrV68/nqteeEFFX3jGzp99uyIXV/mQHTNAAAAhK/z09OdjuA4b3y8xv3wh0ru3VvWWi35448Vu+m/yuq1d9pXU0NIy94p1XvPb9TO7fUOppUardUrFRVtDwQiHMWZdnquvFy7Qp275Vx9bZPef2GTKrbuXdOm95BkDRqXHtGFGRsKyYZCMsZo2HXX6cz779fIWbNkXNHxMvQYoxMTE52OAQAAgEPoExur4YFA2wO7iVBjozw+nz6+9x6tuPt65edsU1zi3rUfK0vr9c6cDVrxQZmj226/tWOHaprDa8FioKNFx11xF9nW0KB5lZVtDzwGO7fX693nNqq6Yu+2cQXHBzWgKE3GRG5hpmbrVs299lp9dP/9klp2ZcoZM8bhVB1rRCCggMfjdAwAAAAcxrlpaXJF8PfVHcnt82niXXfpjHvvVdOuXXrr69dISx5UrwKfTOudorXS2iU7tODp9SrdUONIzvpQSK/TPYMoR3GmHf5bVqbmTpx3WbqxRu/N3ahdNS1zKo2RBo/PUP7gyJ7y8/nLL+s/U6dq66JFiklOdjpOp2FKEwAAQPjL9vs1jm7n/eSNH6+Lnn1Wgy+/XGtffkn5xyVo7LSeSsmM2TOmrrpJH766RYvfKNEuBxYMfn3HDu2iewZRjOLMEVpTV6cPd+5se+BRWr9shz58dYuaG1uKP26v0YhTspXTL3K/cOyqqNDr3/mOXrn5ZiXk5ur8J59U4YUXOh2rU2T4fCpgIWAAAICIcE5amnxRMrW+o3jj4zX2tts0/cUXFZOSorgEt1yrnlL/Id79tt3eurZabz+1TmuXVCgU6roFg2ubm/VWJ89iAJzEO9IReqq0tFPOGwpZLXuvVMveLZNa39ti4j064cxcpefGd8o1u0rV+vX6/KWXNPLGGzXtsceU3KeP05E6zfikpIiedgYAANCdJHk8OjVKNqToaL6EBElS6SefaPG992reTdOVoQ+U3WfvvUlzo9WKD8q14JkNKt9Se6hTdbhXKyrU2MnrfwJOoThzBD6urtbKuroOP2/DrpYdmdYv3VsBTkzza8zZuUpI9R/mM8NXbVmZVjz5pCQpY9gwXfr66yq6+Wa5fT6Hk3UeFgIGAACIPFNSU5XIeoGHlDl8uM5/6iml9O2rBT/9sdb85Rvq17dK8Ul7Fwyu2dGg4hc366M3SlRX3djpmaqamjSf7hlEKYozbQhZ2yldM5Vlu/TOnA3avmVv0SezV7xGn5Ejf1zkfZGwoZCWP/mk/n3WWXr7pz9VzdatkqS4tDSHk3W+EYGAEvjCDgAAEFH8LpfOCQadjhHWUvv31zkPP6yJd92lnRs36sNf/1gnnpOrAUVBuT17u8ZL1lZr/n/Xa83HFQo1d+5Up5crKhTqxHVAAadwR9mGd6qqtKWhoe2B7bBpZZWWvlO63xtX3+Ep6js8NSKnxpQtW6b5d9yhrYsXK3PkSJ30s58pPjPT6Vhd5qQoXuQYAAAgmn0pKUmvV1R0+Pf70cQYowHnnqtekyapdts2ub1u5fT2atfKT9WQerxKPm/Zwam5yWrlwnJtWlmlwhPSOm2JhvLGRr1fVaUxbMaBKEPnzGE0hkJ6tqysw87X3BTS0ne2acnb2/YUZjxel0ackq1+I4IRWZhpqK7Ws1dcocr16zXxzjs19eGHldK3r9OxukyWz6cBLAQMAAAQkVzG6ML0dKdjRAR/YqJS+vWTJK148knN+8F3te7eb6tfn0oFUvYuYVBb1agPX9miD1/doprKzil6vbh9uyzdM4gydM4cxhs7dqiiqWO2iave0aCP3yrRzu1736ACyT4Nn5Sl+KTIWo8l1Nys9W++qV6TJskXCOjUP/xB6YMHy98Nq9d0zQAAAES2wYGABsbHa2lNjdNRIsbgK66QJzZWH/z+93rt+hnqP22a8s++RhvXe9TU0LJgb+mGGpVtrFHP45LUd3iqvH53h11/S0ODPq6p0bBAoMPOCTiNzplDqGtu1ovbtx/zeay12rSySu8+u2G/wkxmfkAnnJ0bcYWZjfPn66nzz9fLX/2qNs2fL0nKHTeuWxZmfC4XCwEDAABEgYvS0+WKwC52pxiXS8ddfLEueeklDbv2Wq2eO1dr//UHfen8nurRL2HPOGuldUsrNe/JdVq3dEeHbr3dEfdqQDihc+YQXtq+XTXNzcd0jqaGlmlMW9ZU7znmchsVjE5TXkFiRE1j2r5ihd67+25tmDdPCbm5mvy73yln3DinYznq+IQExbk77icAAAAAcEYPv1/jk5L01o4dTkeJKL6EBJ3w7W/ruOnTJWvlj/Uov3ejQusWqy55tCpLW3443Vgf0vL3yrRheaUGHJ+m9Ny4Y74XWlNXp89qa1liAFGD4sxBVDU16bVjfGPeXlKnJfO2qq5677So+CSvhk3MirhtskPNzXrpxhtVv3Onxnzvexo0Y0ZUb419pCYwpQkAACBqTA0G9cHOnao9xh/QdkeJeXl7Pl72xBNafM89Si0sVP9LZ2mHKdCumpa/05rKRi16dYuCPWJVcHzaMd8Xvbh9O8UZRA3THRdSKioqssXFxYd8/rGtW/XmURZnmptCWrmwXOuWVu53PKd/ggpPSJfHGxkzyao2bNCShx/W6Ftukcfv17ZPPlFiXp5iKEhIkvJjYnRrr15OxwAAAEAHeq2iQk9s2+Z0jIhmQyGtfv55Ff+//6eq9euVMXyEep73FVU05qupMbR3oJFy+iWq34hUxcQffc/AD3v1Ul5MzBeOG2MWWmuLjvrEQBeLjEpBFypraNC8ysq2Bx7EjtJdemfOhv0KMx6fS0MnZGrwlzIjojBTtWGD/vejH+nxM87QssceU+knn0iSMoYMoTCzD7pmAAAAos/JycnKpkP8mBiXS/3OOUcXP/+8vvSTn6h68ybVrnhbX7qgp/IKEqXds5mstGllleY9uU4rPihTQ/3RdSy9xNoziBJMazrAnPJyNbezm6i5KaTVi7fr8yU7pH0+NS0nToPGZRxTJbirNNbW6q3bbtPnL70kl8ejgZdcouFf+YriMzOdjhZ24t1uHZ+Q0PZAAAAARBSXMbo4I0N/2LjR6SgRz+X1auAll2jAueequaFB/liPUv0btHbBfYoffbF2uVumQoWardYu2aGNn1Wp95AU9RqYJLfnyH+ovbC6Wuc2NCiNohoiXPhXDbrQ5vp6vV9V1a7PKd1Yo2XvlO63tozba1Q4Ol05/RPCetFfGwppx+efK6VvX3liY1VfWamh11yjwZdfTlHmMMYlJcnrCv8uKAAAALTfwPh4DQ8EtLi6uu3BaJMnJkae1mlHVRs3atvihWr43xvKHD1W8UUXqTmhv6SWzVRWLizX+mU71Hd4qnL6J8rlavteKmStXqmo0KXcvyDCsebMPv6yaZM+OsI34fraJi1/v0wln+8/PjUrVoPHZyg24O2QrJ2hvrJSnz39tJb+61+qKSnRZa+/rpiUFFlrw7qYFA6MpP/r3ZvKPAAAQBQra2jQT9auVWM3vFfqbA3V1Vr66KP6+IEHtKuiQj3Gn6Kk07+j2qrG/cbFJXrVf1RQmb3i27xH8RqjO/v0UYJnb+8Ba84g0tA50+rzurojKszYkNXGz6r02cJyNTXsXdDK43Op4Pi0sO6WqVq/Xh/Onq3Vc+eqedcuZQwbphGzZskXCEhS2OYOJ0MCAQozAAAAUS7N59Ppqal6trzc6ShRxxcIaPh112nQ5Zdr+b//Lbffr8LzemrDsu36+F/Py9trtIzbo9qqRn30RokSUn3qNzxV6T0PXaRptFZv7NihqWlpXfynAToOxZlWT5eVtTlme0mdlr9Xqp3bG/Y7nt03QQXHB+WPDb+/ztqyMjXV1SkxL0/NDQ1a8+KL6n/OORp46aVKGzjQ6XgR52QWAgYAAOgWpqSm6p2qKpU1NrY9GO3mjYvTkC9/ec9ju/Ujbfn3L+RPTVf8sLMUN2SK3LEJ2rm9QYteL1Fi0K++I1KVnht30CLNmzt2aEpqqvwsP4AIxbQmSctravS7wyz6VbezUSuKy7R1bc1+x2MTvBo0Nl3BHnGdlvVoNNXVae1rr2nlnDnaOH+++kyZosm//a2kloV/vXHhlTdSZPp8uiM/nw4jAACAbuKT6mr9adMmp2N0CzYU0oZ58/TJgw9q04IFcvliFD94kpInXC2Xb+9W2YlpfvUbkaq0nC8WaS7OyNDklBRJTGtC5Am/Vg8HPHOIdsWmxpA+/6RCa5fsUKh5bxHL5TbqPTRFvQcnt2sl8a7w7i9/qWWPP67G2lrFZ2dr2NVXq/+0aXuepzBz9E5OTqYwAwAA0I0MCQRYHLiLGJdLPSdMUM8JE1S+YoU+efBBlX7yifKHZ2rjiirVbfxM3rSeqiqTPnxli5LS/eo3Iqhgj9g936O/WlGhk5OT5XrzTQ2Vhjj8RwLapdsXZz6urtaaurr9joWarTYsr9Tqj7arsT6033PZfQLqPyoYFgv+1mzdqg3z5mnj/Pma9Otfy+XxKCYlRX3POkv9zjpL2aNHy9DW1yFiXC6dmJjodAwAAAB0sUsyMrSstlb1oVDbg9EhggUFmviLXyjU1CSXx6Oe/WP1+KmXKNQcUvygSQoMO12V6qWFL29WcnqM+gxLUVpunLY3NmrF88/ruOnT5ZVYKBIRpXtOa/L7bfGLL8pOnKj/W7dOG+vrJbUs9rt59U6tWrRdu2qa9vucxDS/CkenKSUz1onIe+xYs0bLnnhCG+fPV8XKlZKkhJwcnfXAA0rs2dPRbNFsUkqKpmdkOB0DAAAADnhl+3b9p7TU6RjdlrVWW95/X0se/ZfWvfaqbFOjfJl9lTxxpmLzh0uSElJ9mmbX6PaffEO+XbtUJKnYWtreETG6Z+dMQ4N09tn67PHHtbF/f1lrtW19jVZ+uF01O/Zf7Dcm3qN+I1LVo1/X78JUX1WlrYsXq2ThQvU6+WRlDh+u2rIyffrII8ouKtKAc89V7rhxSi0oYLpNJzJiIWAAAIDubHJKit6rqtKG1h/qomsZY9TjhBPU44QTVLd9u5Y9+YyWP/WMXD6/JKlh2+eKe+NN3bTwWfmaG9o4GxCeumfnjDG2WFJDTIzu+PHv9Iz6qvqAoowvxq0+w1KUV5Akl7vzCx/WWhlj1FhTo3d++UttW7xY21eulKyVcbt14q23avDllyvU1KRQY6M8sc528HQnQwMBfTUnx+kYAAAAcNDaujrdtX69ut/dU/jaVdOktUsqVParH2npp2/KJ+lUSRdI+rPonEFkCfvOGWPM6ZL+IMkt6T5r7V0HPH+LpGslNUkqlXS1tXbdkZzbt2uXbvvRN7Tmwh/rnV5DJUlur1H+4BTlD0qWx9s567WUL1+uHWvWqHLtWlWsWqXy5cuVffzxGn/HHfLExmrDvHlK6dNHfU4/XZkjRypj6NA9C/m6PB65PGH/zxZVJtM1AwAA0O3lx8ZqUkqKXquocDoKWsXEezTVrtZXV72jRZL+I+lJSc9LGuVsNKDdwrpzxhjjlvSZWgqgGyV9IOlSa+3SfcacLOk9a22tMeYGSROttdMPd97dnTO71Xr8+sr0H2vT6Sep95AU+WLc7c66u/NFaim+VK5dq5pt21RTUqKarVsVGwxq7A9+IEl6fMoUVa5rqR8FevRQsLBQvU4+WYUXXdTu66Jz5fj9uj0/3+kYAAAACAP1oZDuWLtW5Y2NTkdBq19MmqTg5s17HltJH0q6XnTOILKEewvGaEmrrLVrJMkY8y9J0yTtKc5Ya9/YZ/y7ki5v66SbJeVICkiKlxRoqlfsYz/UWZPv06qYsVr2xBPa8sEHMi5XS8HFGLm8Xp30059Kkhb+6U/auGCBmnftUv3OnaqvrFRMcrIuefnllhC/+pU2LVggSXL7fIrLzFTm8OF7rj/hzjvli49XYs+eTE8Kc5NTUpyOAAAAgDDhd7l0eWam/rBxo9NR0Oofv/iFbpo1S/5duyS1rBdJ1wwiUbgXZ3Ikbdjn8UZJJxxm/DWSXjjYE8aY6yRdJ0l9JJ0sqUZSdevvO0MhXf3DH+oHr7+unRs3attHH8mGQi2/rJU/IWG/87l9PvkSEpTcp4/8SUmKz8zc89yY735XkhSfmSl/cvIXFuvNGjnyCP7ocFqC260TDvh3BwAAQPc2MD5eY5OStKCy0ukokPTZmDH60+zZ+xVogEgU7tOaLpR0urX22tbHV0g6wVp700HGXi7pJkkTrLWHXUb9wGlNklQfE6M/zZ6tz8aM6aD0iHTnBIM6Oy3N6RgAAAAIM7XNzbpj7VrtaGpyOgpaDXj3Xd18ww3y1tVJEltpI+J0zoq3HWeTpLx9Hue2HtuPMeYUSbdJmtpWYeZgKMzgQF5jNIGFgAEAAHAQcW63Lt+ncx7OWzt2rGqeflpq3UgFiDThXpz5QFJ/Y0xvY4xP0iWS5uw7wBgzQtLf1FKY2dbeC1CYwcGMSUxUArtiAQAA4BCGBAIam5TkdAy0Oj8tTcmnnSY99xwFGkSksC7OWGub1DJV6SVJyyQ9Ya391BjzU2PM1NZhv1bL2r7/NsYsNsbMOcTpviAUG0thBl9gJJ3CQsAAAAANhl1cAAAgAElEQVRow/T0dKV6vU7H6PYK4+I0cXfX+8knS889p0apwdlUQPuE9ZoznaXIGFscFyc995zu6tNHn7NwFPYxNBDQV3NynI4BAACACLCitla/27BB3e+uKjzEuly6PT//C0UyY8xCa22RQ7GAdgvrzplO4/O1tLudfLLODgadToMwcxpdMwAAADhCBXFxmsz3j465JCOD7iVEhe5ZnBkypKXdTdLgQED5MTEOB0K46B0To/7MUQUAAEA7nJeWply/3+kY3U5RQoLGsO4PokT3LM4c4By6Z9BqSmqq0xEAAAAQYTwul67JzpbXsHNzV0nxeDSDHbMQRSjOqKV7pjfdM91eps+n4YGA0zEAAAAQgXr4/booI8PpGN2Cyxhdk52tOLfb6ShAh6E40+qctDSnI8BhU1JTZfhpBwAAAI7ShORkjeCHfZ3urNRUliJA1KE402pQfLz6xsY6HQMOSfZ4dEJCgtMxAAAAEOGuzMpSkAVqO82AuDidxbIUiEIUZ/Yxlf/k3dapKSnyuPjvAAAAgGMT53bruuxseejI7nCJHo+uzc6m2x1RibvRfRTGx2sA7XHdTrzbrfHJyU7HAAAAQJTIj43VRenpTseIKi5jdG12tpI8HqejAJ2C4swBzmXtmW5nUnKy/HTNAAAAoANNTEnRCYmJTseIGtOCQRXwg3REMe5ID9A3NlaD4+OdjoEuEuNyaVJKitMxAAAAEIWuyMxUnt/vdIyINyIQ0JTUVKdjAJ2K4sxBTEtLE7MYu4eJyclswQcAAIBO4XW5dENOjgJ8v3nUsn0+XZWVxToziHoUZw6iZ0yMRrBzT9TzuVw6ha4ZAAAAdKKg16vre/SQm+JCu8W53boxJ0cxFLfQDVCcOYRz09Lk4g00qp2UlKQEFhQDAABAJxsQF6dLMzKcjhFRXMbo+uxsZfh8TkcBugTFmUPI9Pl0Igt4RS2vMcxbBQAAQJcZn5ys0/j+84hdlpGhQtYCRTdCceYwzgkG5aV7JiqdlJysRLpmAAAA0IXOT0vTSJZPaNOU1FSNT052OgbQpSjOHEaK18tOPlHIa4xO56cWAAAA6GLGGF2dlaV+sbFORwlbxyck6Ly0NKdjAF2O4kwbTk9NZTefKDOBrhkAAAA4xOty6as5Ocphi+0vOC4ujp2Z0G1RnGlDnNutM+myiBp+l4uuGQAAADgqzu3W13Nzleb1Oh0lbPSOidENOTnyuLhFRffEK/8InJycrCBvnFFhYnIyOzQBAADAcUkej27Jy1MK35sq1+/Xzbm58lOYQTfGq/8IeFwu5j1GgRiXix2aAAAAEDaCXq9uyctTcjcu0PTw+/WN3FyWkkC3R3HmCBUlJCg/JsbpGDgGp6akKJ43fQAAAISRDJ9P3+qmHTQ9/H7dkptLZzsgijNHzBiji9LTnY6BoxRwu3UKO28BAAAgDGX4fPp2Xl63WoOmZ0yMvkVhBtiD4kw79IuL08iEBKdj4CicGQwqhq4ZAAAAhKk0n0/fyctTj26wi1P/2FjdkpurAIUZYA+KM+10QVqaPGztFlGCXq8mJCU5HQMAAAA4rGSvV9/Jy1P/2Fino3SaEYGAvp6bq1h+cArsh+JMO6X5fEyPiTBTg0G25AMAAEBEiHO79Y3cXJ2QmOh0lA43OSVF1/foIS/fmwNfwP+Ko3BmMKgkWvAiQq7fH5Vf2AAAABC9PC6Xrs7O1rlpaYqGnn2PMbo8M1MXZ2TIMAsBOCiKM0fB73LpfLbWjggXpKfzBQAAAAAR6YxgUDfl5ET0jqPJHo9uycvT+ORkp6MAYY3izFE6ITFRfaJ4Lmg0GBgfr4Hx8U7HAAAAAI7a4EBAP+zVS30j8N5jUHx8xGYHuhrFmaNkjNGlGRlR0WYYjVzG6EK2PgcAAEAUSPV69e28PJ0TDMoVAV3hXmN0cUaGvpaTw1bZwBGiOHMMesbE6CTa88LSuMRE5XSDbQgBAADQPbiM0dlpafpBz57KC+Pvc/vGxupH+fmanJLC8gJAO1CcOUbnpqUpIYLngEajGJdL01gTCAAAAFEoLyZGP+jVSxdnZCg2jHY9CrjduiIzU9/Jy1Omz+d0HCDi0GN2jOLcbl2Qnq5/lJQ4HQWtzgoGaZ8EAABA1HIZo8kpKTohIUHPlZdrXmWlmqx1JIvXGE1KSdEZqamK5YfWwFHjDrYDnJiUpPmVlVpZV+d0lG4v0+fTJKaaAQAAoBsIeDy6JDNTp6Wm6qXt2zW/slKNXVSk8btcGp+UpCmpqUrkB6PAMeN/UQeZkZmp/1u3zrGKNVpcnJ4uTxi1dwIAAACdLdXr1aWZmZqalqb5lZV6u7JSWxsaOuVa2T6fxicna2xiIp0yQAcK++KMMeZ0SX+Q5JZ0n7X2rgOe90t6SNIoSeWSpltr13Z1zmy/X1NSU/V8eXlXXxqthgUCGhwIOB0DAAAAcES8263TUlN1Wmqq1tbVaWF1tT6prtaWYyzU5Pj9Ghofr1EJCcqLiemgtAD2FdbFGWOMW9KfJZ0qaaOkD4wxc6y1S/cZdo2kCmttP2PMJZJ+KWl616eVzkxNVfHOnZ1WpcaheY3R9IwMp2MAAAAAYSE/Nlb5sbG6ID1dVU1NWlVXp/W7dmlLQ4PKGhtV2dSk2lBIza2d/25jFOdyKdnjUZrXq2y/X738fvWNjWU9R6ALhPv/stGSVllr10iSMeZfkqZJ2rc4M03ST1o//o+kPxljjLVdP7/I43LpisxM/WbDBjG5qWudGQwq6PU6HQMAAAAIO4kej0YmJGhkQsIXntt928S214Czwn1xjhxJG/Z5vLH12EHHWGubJFVKCh54ImPMdcaYYmNMcWlpaSfFlfrHxWkCC9J2qSyfT6elpDgdAwAAAIg4xhgKM0AYCPfiTIex1t5jrS2y1halp6d36rXOT0+ni6OLGLUsxswiwAAAAACASBXud7SbJOXt8zi39dhBxxhjPJKS1LIwsGP8rdObqD93vrFJSRoQF+d0DAAAAAAAjlq4F2c+kNTfGNPbGOOTdImkOQeMmSPpy60fXyjpdSfWmznQcfHxOonpTZ0q0ePRhZ3cBQUAAAAAQGcL6+JM6xoyN0l6SdIySU9Yaz81xvzUGDO1ddjfJQWNMask3SLp+86k/aIL0tOVzvSmTnNZRobi3G6nYwAAAAAAcEzCfbcmWWvnSpp7wLHb9/l4l6SLujrXkfC7XJqZna27N2xQyPlmnqgyKiFBIw6y2jwAAAAAAJEmrDt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sjrxGtAjrBYFbd2L6u6Rl1trfHmLYHEk3GWP+pZaFgCuttVu6KiMAAAAAAB3t4YcfThs+fHhdfn5+oyQ9/vjjB13keNGiRcslaeXKlf7HH388ddasWdvbc52ioqLqN954Y9WxJ/6i4uLiuOLi4vjp06dXStKMGTMqJVV2xrUiXbh3zoyTdIWkScaYxa2/zjTGzDLGzGodM1fSGkmrJN0r6UaHsgIAAAAAcMweeOCBlCVLlsRdeeWVfQoLCwdWV1eb0aNHF/zvf/+LO3BsXFzcCEm67bbbcoqLiwOFhYUD77jjjoyioqKCBQsWxO4eN2rUqIJ33nkn9sDPP5gLLrgg/4EHHkg58BrPPfdcwujRowtOP/30Pr179x40derU3qFQSJL01ltvxY0YMaKwoKBg4JAhQ44rLy9333nnnT2effbZlMLCwoH33ntvyh//+MfglVde2VNq6fQZM2bMgAEDBgw88cQTB6xcudK3+9pXXXVV3ogRIwpzc3OH7JsjmoV154y19m1Jpo0xVtJXuyYRAAAAACDaPHP1M3nblmz7QuHjWGQMzqiddv+0DW2P/KKZM2dW/PWvf824++67N5x00km1R/I5P//5zzf95je/ydzdBZOamtp83333pY0dO3bDxx9/7K+vr3edeOKJdQd+3u6CjiRNmzZt+y9/+cuSw11n2bJlsYsXL16Tn5/fOGrUqMJXXnklMGHChJoZM2b0feSRR1ZPmDChdvv27a6EhITQrbfeurm4uDj+oYceWi+1TNXafZ4bbrih54wZM8q/9rWvlf/+978P3nDDDXmvvvrqaknaunWrt7i4ePnixYtjzjvvvH4zZ86sOPK/vcgU1sUZAAAAAACiUcsqHkd+vL2uuuqqil//+tfZ9fX1G2fPnp122WWXlR1sXHunNQ0ZMqSmb9++jZI0aNCg2tWrV/tSUlKaMzIyGidMmFArSampqaG2zrNo0aL4F154YbUk3XDDDdvvuOOO3N3PTZ06dYfb7daoUaN2lZeXew99luhBcQYAAAAA0K0dbYfLscjMzGyqrKx073ts+/bt7t69e9d3xPkTEhJC48ePr3r00UeT58yZk7po0aKlR/q5Ho/HNjc3S5Kam5vV2Ni4p2Lk9/v3bD/udrvV1NTUMdWkfcTExOy5RstkmegX7mvOAAAAAAAQdZKSkkIZGRmNc+bMSZCkrVu3ut98882kSZMmVUtSIBBoPrB408b5mqurq/cbP2vWrLLvfe97ecOGDatJT09vPtJz9erVq2HhwoVxkvToo48mt1WAGTp06K5t27Z533rrrThJqqiocDU2NioxMbG5urr6oHWHESNG1Nx3330pkvS3v/0ttaioqPpI80UjijMAAAAAADjgwQcf/PznP/95dmFh4cAJEyYUfO9739s8aNCgekm68sory772ta/12r0gcFvnGj16dJ3b7bYFBQUD77jjjgxJGj9+fG18fHzzzJkzDzql6VC+9rWvlS5YsCChoKBg4IIFC+JjY2MPO00pJibGPvLII6tvvvnmngUFBQMnTpw4oLa21nXGGWfs/Oyzz2J3Lwi87+fMnj17/T//+c+0AQMGDHzssceCf/nLX7q8eymcmO7SIrSvoqIiW1xc7HQMAAAAAEAnMMYstNYWHW7MRx99tHbYsGHtKlpEmrVr13onTpxYsHr16iVu9xE34US8jz76KG3YsGH5TudoDzpnAAAAAACIMn/605+CY8aMOe7222/f1J0KM5GKBYEBAAAAAIgyN910U/lNN91U7nQOHBk6ZwAAAAAAABxEcQYAAAAAgCNQUlLiPu2U8f1LSkqYJ4QORXEGAAAAAIAj8LfZfw2++vrbiff8bXbQ6SyILhRnAAAAAABoQygU0kMPzs762c3SQw/OzgqFDru7NNAuFGcAAAAAAGjDSy+9FPC6qt23Xie5TZX75ZdfDhzrOY0xo77yla/k7n58++23Z95yyy09juZc//znP5MXLlwYc7Dnbrnllh4ZGRlDCwsLB/bu3XvQjBkzejY3N7f7GgsWLIh9/PHHkw71/BtvvBE3evTogl69eg0eOHDgcRMnTuz3/vvvx7b7Qt0QxRkAAAAAANpwz+zfZs66uM7lckmzLtrl+ttff5t5rOf0+Xx27ty5KVu2bDnmnZSffvrp5I8//viQhZBZs2ZtXb58+dJVq1Z9unz58ti5c+cmtPcaxcXFcc8///xBizMbNmzwXH755X1//vOfb1y3bt2SpUuXLrv11ltLVqxY4W/vdbojijMAAAAAAOzj7DMn9zXGjNr317x5byVdMdVKkq6cZjVv3ptJB445+8zJfdtzHbfbba+88srSX/ziF18o9GzevNkzZcqUvoMHDz5u8ODBx7388svxkjRz5sy8b3/729mS9OSTTyYWFRUVvPLKK/Gvvvpq8g9/+MPcwsLCgZ9++ukhCyL19fWmvr7eFQwGmyTp008/9Y8fP77/oEGDjhs1alTBokWLYiTp/vvvT+nfv/+ggoKCgUVFRQW7du0yd955Z49nn302pbCwcOC9996bsu9577777oyLL764/NRTT63ZfWzKlCnVV1xxxQ5JuuCCC/IfeOCBPZ8TFxc3YvfHP/rRjzIHDx583IABAwZ+85vf7CFJVVVVrokTJ/YrKCgY2L9//0G7r3fjjTfm9O3bd9CAAQMGXnfddbmKEsdcnWAfjl4AACAASURBVAMAhI/y8nJdc/UM/f3+RxQMsk4dAADA0fjJT3+5acWKqXFjh273/uVH9SY+TpIaze7ngylS2YKWxzW10g0/9YfeXZLa9JOf/nJTe6/1ne98Z9uQIUMG/eQnPynZ9/j111+fd8stt2ydMmVK9cqVK31Tpkzpv2bNmk//+Mc/bhoxYsRxEyZMqP7Wt77V8/nnn185aNCg+lNOOWXH2WefXTlz5syKg11n9uzZmU888URw8+bNvgkTJlSOHTu2TpKuvfbaXvfcc8+6IUOG1L/++uvxN9xwQ8933333s7vuuiv75Zdf/qx3796NZWVl7piYGHvrrbduLi4ujn/ooYfWH3j+ZcuWxV555ZXl7f3zP/XUU4mrVq2K+fjjj5dZa3XKKaf0e+GFFwJbt271ZGVlNb755purJKm8vNxdUlLinjt3bsqaNWuWuFwulZWVRc2uWXTOAEAUeejBf2jOsy/pnw896HQUAACAiFVUVLRr4aLln9aYSTtGXRQT+nTlwcct+UwadVFMqM49eUfxh8s/LSoq2tXea6WmpoYuuuii8rvuuitj3+Pz589P/PrXv96zsLBw4DnnnNOvurraXVlZ6UpISAj99a9/XXveeecN+MpXvrJt0KBB9Udynd3TmkpLSz+qra113XPPPSmVlZWuRYsWBS666KK+hYWFA2+88cZe27Zt87b+HVTPmDEj/ze/+U1aU1NTe/9YGjp0aGGfPn0GzZw5M+9w41588cXE//3vf4kDBw4cOGjQoIGrV6+OWb58eczIkSPr5s2bl3jDDTfkvPjii4FgMNgcDAab/X5/aPr06fkPPvhgciAQiJpVmSnOAECUsNbqb7N/p5/dLP1t9u9krXU6EgAAQMRKTEwM/eepuWuunXXHhslX+w76jdXkq3322ll3bPj3k89/npiYeNSFgltvvXXro48+mlZTU7PnHt1aqw8//P/s3XlcVPX+x/HXAQFBFhERUWQRQTZBcDcFl9zN1HLLJW271a3bdqtb3fb11q/1VrdupaapmVuuue8iKiiCiiKCyCLKjsDIMvP9/YF1vV1zHZgZ+Dwfj3k8HObMOR9qmDnzPt/v53sw5fjx48eOHz9+7Pz580kuLi4GgMTERHsXF5fa3Nxcmxs9lp2dnRo6dGjZzp07nfR6PU5OTrW/HuP48ePH0tPTjwIsXLjwzFtvvZWblZVl261bt5C8vLyrjlIJDg7WJSQkOPx6Pykp6fjLL7+cW1ZWZg3QrFkz9WsTYr1eT01N3cgjpRRPPvnk2V+Pf+bMmSNPPfVUQXh4eNXBgwePdenSRffyyy+3/+tf/+ppY2NDYmJiyt133128Zs2algMGDAi40d/fXEk4I4QQjcSuXbuwUqW88BBgKGH37t2mLkkIIYQQwuJ1696j0qO1zRWDFw93G9WjZ6/KWz2Gh4eH/o477iheuHBh619/1q9fv7J33333t9E0sbGx9gCpqam2X3zxRduEhIRjW7Zscdm6dWsLAEdHR31ZWdk1v+MbDAZiY2Md/f39q1q1amXw8vKqnj17tuuvj+3du9ce6nrRDBo0qOKTTz7JdXV1rU1PT7d1dnbWl5eXX/EYzzzzzPnFixe7bdq0qcWvP7s8bPLx8an+NbxZuHBhy9raWg1gxIgRZfPnz29dWlpqBZCRkWGTk5PT7PTp0zZOTk6GRx99tOjpp5/OS0xMdCgtLbUqKiqynjRpUulXX32Vdfz4cYff12GpJJwRQohG4t9ffcJDd1dgZQUP3VXB1//62NQlCSGEEEJYvH379rXoHqrXAOau0PC5vblh7oq69jPdQ/XExcW1uOoOrtNLL72UV1JS8ltf2H//+99ZBw8ebBEYGBji7+8f+vnnn7sbDAZmzpzp+/bbb2f5+vrWfPPNN6cffvhhn8rKSm3q1KlFn332Wdvg4OArNgT+6quvPIKCgkICAwNDDQYDzz777HmARYsWpc+ZM6f1r413ly1b1hLgqaee8goMDAwJCAgI7dGjR3nv3r11I0aMuJCammp/pYbA3t7etfPnz09/8cUXvby9vcMiIyODli9f7vrEE0+cB3j88cfzY2NjnTp37hwSGxvbwt7e3gAwfvz4sgkTJhT16NEjKDAwMGTcuHH+JSUl1gkJCfZdu3YNDgoKCnn77bfbvfLKK2dLSkqshw8fHhAYGBjSp0+fzm+++WaWMf7bmwOtKQ577969u4qPjzd1GUIIcdMmTbyTn5as+q+ftW5ly/E11bi5QmExBI22paCo+r+2mThhDIt/WtmQpQohhBBCNDhN0xKUUt2vts3hw4dPR0REFFxrX5MmjPbr4be2VfJJO8Pe5Fa1L7/6j6w3Xnu+Q9/wIpuwTlVaQubooh9/Wp1hvOrFrTp8+HDriIgIX1PXcSNk5IwQQligV159h+DO3swY25zyBFApkL+nLpiBuhUE8vdUo1KgPAFmjG1OSJAPr7z6jmkLF0IIIYSwMEeSEx3f+NKKSqu6pr/Tp08v+bVZ8Jv/siI5+ZBRRs6Ips3sl9LWNG02MBo4r5QKu8LjA4CVwK9J5XKl1BsNV6EQQtQvZVCcP3Ke3PhcziWd41zSOQpSChiXN40Np1fSdV8qP39dQ+gV2qEdSYVxD9vQssifSbYTiXswjlOhp/AI98C7nzce4R5YWUtOL4QQQgjxR3z9Oun+9Mhfc//yxJO/LRP9a7Pgzz79xG3D+p9dr/Z8Ia6H2U9r0jQtGigH5l0lnPmrUmr09e5TpjUJIcxdcUYxqatTOb3tNJk7M9EV6QCwcbChTZc2uIe609KnJc5ezqxLWsM/F7xN3q7/XUXRo58tf7rzOYYHj6A4o5j8o/mcP3IeXWHd/uyc7fDu503A6AA6j+mMc3vnBv09hRBCCCHqw3VOa0rv0qVLsZWVlXl/KRY3xGAwaMnJya4REREdTV3LjTD7kTNKqZ2apvmaug5x85RSlOeVcyHnApWFlegKdVQWVlJTWYOhxoChtu5mbWuNjYPNbzcHdwcc2zri2NaRFm1aYG1z1ZXbhLB4+cfyOfrTUY6vOM65pHMAuHZ0pfOdnfGJ8aFD3w608m+FZqX91/Nq9tewdPP/Af8bznh6NOeOh8fQo0eP336mlKIsq4zMXZmc2XWGjC0ZnHz0JOseXUf7nu0JnRxKxPQIHFo3mub3QgghhBBXciQ/Pz/E3d29VAKaxsFgMGj5+fkuwBFT13KjzD6cuU59NE07DORSN4rm6O830DTtIeAhAG9v7wYur2lQBkVxejFnD53l7MGz5B/Npzi9mOL0Ymp1tVd9rmaloQxXeT/UwKWDC26BbrQKbIVboBse4R54RnnS3KW5kX8TIRrOxZKLHPnxCIdmHyL3QC5o4N3Pm6EfDiVobBCuHa89SjY+Pp5uITVA3QoCr//Lnlcf0TFznKJbSA3x8fH/Fc5omoaLtwvhU8MJnxqOUoqC4wUc//k4KctS2Pj0RjY/v5mgO4OIeiiKjrd3RNO0Pzq8EEIIIYRFqq2tfSAvL+/bvLy8MKQfa2NhAI7U1tY+YOpCbpTZT2sCuDRyZs0fTGtyBgxKqXJN00YCnyqlrtB54T9kWpNxGPQG8hLzOL3tNKe3nebMnjNUldZdubdqZoVbZzdadWqFq78rrh1dcfZyxqG1Aw5uDti72WPbwhYrGyusmlmhaRoGvYFaXS01lTVUl1dTkV9BeV553aib3AsUnyqmMLWQwhOFVJX9Z4RAq06taNe9He17tcd3oC8eXTz+Z2SBEObmXNI54j6O48iPR6i9WItHuAddZ3UlbEoYjh6ON7Sv+2dNIdj9R46kNedAigdvv/sJL/7tCXqGnCfU/yInCqfw7eyF172/80fOc2j2IZLmJ1FZUIlHuAd9/tqHsMlhMoKtCasur6b8XDkXiy9So6upe7/W1aAMCmsba6xtrbGyscLOyQ6H1pfe5x1tJdgTQghhEtczrUkIc2Lx4cwVtj0NdFdK/eGSaBLO3LyayhpObTzF8RXHSV2T+lsfDLfObvjE+NC+R3s8ozxxD3WnmV39DMxSSlFxvoK8Q3nkJuRyNuEsufG5lGWVAWDfyh6fGB98B/oSMDKAVv6t6qUO0fD01Xryj+WTdziPktMllJ4p5ULOBarLq6mprEFfpcfarm56nK2jLU7tnXDp4IKLjwse4R60CW1Ds+amGzCoDIqT604S93EcGVszsHGwIeLeCKIeiKJtZNub/hLbNbwj6RlnuGv83Xz+5Xe0aNGCiooK/vzIfSxfsQz/jj4cOnzqhvdbW1VL8sJk9v7fXvKP5ePcwZnov0fTdVZXCWkaIaUUpWdKOZ98vi4ITy2k6GQRJadLKM8rp6ay5ob3aW1rjVN7J1w7uv52ax3cmrZd2+Li7SLBjRBCiHoj4YywNEYPZzRNs1FK3fgZ3NX36csfj5xpC5xTSilN03oCSwEfdZVfTMKZG2OoNZC2IY3Dcw+TujaVWl0tzVs2J3B0IP7D/fEb6IdTOydTl0npmVJOb68bxZOxLYPSzFIA3EPcCRwTSOc7OtO+V3tZmcaC6Kv1ZO3N4tTGU2RsziAvMQ99tb7uQQ0c2zri3N4ZO2c7bFrYYG1rjb5KT42uhqrSKspyyijPK4dL7waatYZ7iDs+MT74DfLDN8YX+1b29f57KIMiZXkKO17fwfkj53Fq70Svv/Qi6sEo7F1v/fgT7x7FyFF3MXPWff/z2Nw5s1m3dhk/LV170/tXBkXa+jR2vrmT7LhsWgW0YuCbAwmdECqj1CxYdXk1mbsyyYrN4mx8XchdWVD52+P2rexpFdAK146udb2/PFrg2NYR+1b22Njb0My+GTb2NmhWGvoaPfrqulv1hWoqCyupLKikMr+Ssuyy36a4Vub/Z//NWzanbde2eHb3xCfaB+9+3kb5exBCCCFAwhlheeojnDkPzAG+UUqlGWF/i4ABQGvgHPAqYAOglPpK07THgEeAWkAHPK2Uir3aPiWcuT6FJws5+O1BkuYnUX62HIfWDoRMDCF4fDA+0T5mf+W8KK2I1DWpnFh1gsydmSi9ooVHC0InhdJlShfa92ovV23NkEFvIHNHJkkLkkhZlkJVaRWatYZXLy+8+nrhGeWJZ6QnLf1aXtfoLH21npLTJZxLOkfe4Txy9+dyZvcZaipr0Kw0fGJ8CLm77nXt2PbGphNdizIoUlZcCmWSz+PW2Y3ov0cTOinU7P9+rkQpRerqVLa+tJXzR87Tvmd7Rn4xknbd25m6NHEdDHoDWbFZpG9KJ2NLBjn7czDUGtCsNdqEtsGzuyfturejbde2uAW64eBm/IbQVReq6ka/JebV3Q7V3fTVetDAo4sHPgN8CBgZgG+Mr0lHugkhhLBsEs4IS1Mf4UwB0Iq6a9Vbga+An5VSeqMe6BZIOPPHlFKc3naauI/jSF2bipW1FQGjAug6sysBIwOwtrW8L5RQ13T15C8nSVmaQuraVPRVelw7uhI6OZTwaeG4B7ubusQmr7KwkoPfHOTAlwcoyyrD1smW4PHBBI0Nwnegr1EbP+ur9eTszyFtfRopy1IoOF4AGvgP8SfqoSg6j+l8y+FJ+pZ0Nj6zkXOHz+EW6Eb0K9GETQ5rFCO3DHoDST8ksfn5zVScr6Dbn7ox+O3BDTIKSdyY2ou1pG9O5/jPxzmx6gSV+ZVoVhrterTDb5AffoP88OrjhW0LW5PWmLM/h8ydmWTurFtBrPZiLTYtbOh4e0cCRgUQNDaIFu4tTFajEEIIyyPhjLA09RHO2AJ3U7cyUjR1Ic15YDZ1o2lOG/WAN0HCmf9l0Bs4+tNR9ry3h3NJ53Bwd6DHoz3o/nB3o48mMLWLpRc5vuI4RxYdIX1zOsqg6HBbB6IejCJ0Qig2DjamLrFJKT1Tyq53dnF43mFqdbX4Dfaj20PdCLwjEBv7hvl/cf7oeY7+dJTEOYmUZZXRwqMFkfdH0uvxXjf8+i84UcCmZzeRujqVlr4tGfjmQMKmNI5Q5vcull5k+2vb2f/P/TRv2ZwR/xxB2OQwGZFmYsqgOL3jNIe/P0zKshSqy6uxc7arCznGBeE/1N+sV7mr0dVwettpUtekcnLtSUrPlKJZa3S8vSNhU8IIGhtk1vWLxq+6oprK/EoqCyvRFeqorqhGGdRvq07aOtpi52xHc5fmdVMB3ezlfVEIE5BwRliaem0IrGlaIPAnYAbgRt2yVhuBr4HVSilDvR38KiSc+Q9lUBxbeowdr+8g/1g+7iHu9H66N+FTw5vEcPLyvHIOzz/MoW8PUZhaiJ2LHV2mdqHbg91o27Wtqctr1Mrzytn1zi4Svk4AIHxGOL2f6E2bsDYmq8mgN3BqwykSvk7gxOoTWNtaE3FvBH3/2he3ALerPldXpGP769uJ/zKeZvbN6P9Sf3o/0btJ/B2dSz7HmofWkB2XTfD4YEb9axQt2sgoh4ZWeLKQxLmJJM1PoiyrDDtnO0ImhBAyIQS/gX4WOfJRKcW5pHMc+fEIR388SsnpEqztrAkcHUjUA1F0HNKxUQafwjxUFlbWLTqQkEvBsQKKThVRfKqYivMVN7QfGwcbWvq2xNXflbZd29b1WoryxMVHmmI3RvpqPUVpReQfy6fgRAEXci5wIfcC5WfLqSys/G2lu1pdLZqVhrWdNc3smmHraPtbby/Hto64+rvSOqg17sHudQ3UpcfbDZNwRliaBlmt6bLRNA8CMdSNpjkLfAv8WymVW+9FXEbCmboT3pPrTrLlb1s4f+Q87iHuxLwaQ8jdIU3yzV8pRebOTA59e4ijS46ir9Lj3c+bXk/2IujOIKyaycm/sdRW1bL3o73semsXtVW1RN4XSfTL0bh0cDF1af+lKK2I2P+LJXFuIvpqPSF3hdDvhX54Rnn+13b6Gj0HvjzAjtd3UFVaReQDkQx8Y+ANL4dt6Qx6A3s/3Mu2l7dh52zHyC9HEjoh1NRlNXoGvYG0X9LY//l+Tm04hWal4T/Un/AZ4QSNDWqw0WcNQSlFzr4ckhclc2ThESoLKnHxdiHygUgiZ0Xi7OVs6hKFhSvNKiVjawYZWzI4s+sMJadLfnvMuYMzrTq1wtW/btUxR4+6ETH2reyxc7JDs9bqzp9UXbPtqrIqLpZe5ELuBUozSyk5XULB8QIKTxT+NsLGxdsF34G++A3yo9PwThJqWyClFIUnCsnam0X23myy47LJP5aP0v/n+5W9mz1Onk44ejri0NoBGwcbbBxsaNa8GcqgqK2qpfZiLTXlNZSfK6c8r5zys+VcLLn42z5snWxp37M9Hfp2oEPfDnj388bW0XTTUS2FhDPC0jTYUtqaprkA9wLPAZd3j6wB/gU8r5Sqaohamno4c/7oeTY+vZFTG0/RKqAVA14fQOjEULn6eImuWEfinET2/3M/JadLcPF2oefjPYm8P1JWErlFaRvS+OXxXyg6WUTQuCCGvD+EVp3Me6nz8rxy4j6NI/7LeKrKqvAf6k+/F/vhE+3DiVUn2PzcZgpTC+l4e0eGfjQUjy4epi7ZpPKP5fPzvT+TG59L5AORjPh0hEwVrAe6Yh2HZh8i/st4itOLcfR0pPvD3Yl6IMosVs+rb7VVtZxYeYKD3xwkfXM6mpVG4B2B9H6yNz4xPjIaQVwXZVBk7c0iZXkKqatTKTpZBICDuwO+Mb6069EOz26eeEZ5Gu3zv6ayhvNHz5N7IPe31SV1hTo0Kw3v/t4E3xVMyF0hTeLv2FLpinWkb04n7Zc00tanUX62HKhbgc6rtxdto9riHuKOe7A7bp3dbrqnV2VBJQXHC8hPqWuinr03m3OHz6EMCmtba3xi6pqnB94RSCt/8z6XMhUJZ4SlqfdwRtO03tRNbZoINAfKgO+p60ETBTwNhFI3guaRei3mkqYazuiKdGx7ZRvxX8Vj52RHzGsx9Hikh0UOdW8IBr2B1NWpxH0SR+aOTGwcbIiYGUHfZ/ri2tHV1OVZlIslF/nlL7+QND+JVgGtGPHPEXQa1snUZd2Qi6UXOfDlAeI+jqMyvxJ7N3t0hTrcOrsx9MOhBIwMkC+ElxhqDWx7dRu7392Ne4g7dy++mzahppuu1phcOHuBvR/tJeGrBKrLq/Hu703Px3oSNC7IIlcAM4bi9GIOfnuQg98cpLKgkraRben9ZG/CJofJ55v4H0opzuw6Q/KiZE78fILyvHKsba3xG+xHxyEd6Ti4I23C2jTYKGJlUOQl5nH85+OkLEsh/1g+mpVGwMgAoh6KImBEgIzeNQO6Yl1dv8Ifj5CxNQOlVzRv2ZyOQzriP9SfDn070Dqodb2/bqrLq8mOyyZtfRon152kIKUAgPa92hM+LZzQSaHSPP0yEs4IS1Mv4YymaU7AdOpCmTBAAw4BXwILlVK6y7a1BtYDXZVSDbJkTlMLZ5RSHFtyjF8e/4XKwkq6P9ydAa8PqJdlUhurvMQ89n26j+SFyRhqDYRNDuO252/DI7xpj5K4Hqc2nmLlfSspzyun/0v96f9i/+taAttc1ehqODT7EKc2nCJwdCCR90XKifMfOLXxFCumr6DqQhUjvxhJ5KxIU5dksYpOFRH7QSyJcxIx1BoInRjKbc/fJr2xLlOjqyHphyT2fbKP/GP5OLZ1pMdjPej55540bykNhJu6kswSDn9/mMPfH6Y4vRibFjYEjAwgeHwwASMDsHO2M3WJAOSn5JM0P4nEOYmU55Xj1N6Jno/1pPsj3aURdgPT1+hJXZNK4pxE0tanYagx4NrRlZCJIQSODsSrl5fJP/+L04s5tuwYyQuSOXf4HJq1RtDYIHo+3hOfaBlFKOGMsDT1sVrTd9SNknEAqoCfgC+VUvuv8pyXgDeUUg1yiasphTOlWaWse3QdqWtSade9HXd8c4eczN+CC7kX2Pvxf65aB4wKoN8L/fC+zdvUpZkdfbWejc9uZP9n+2kd3Jpx88bRrnu7az9RNCoXzl5gxbQVZGzNoPsj3Rn+yXAZzXADik4VseO1HSQvTMaqmRURMyO47dnbzH46oCkppUjflE7cx3GkrU/DztmOHn/uQe+nessV5SbGoDeQuiaVA58fIH1zOgB+g/yImBlB8Phgky4hfy36Gj0n157kwBd1tds62dL94e70fqo3Tp4y5ak+lWSWcPDbgxz67hDlZ8txaudE6ORQwiaH0a57O7MNPM4fOU/i94kkzk5EV6SjTZc29HqiFxHTI5rs566EM8LS1Ec4YwBOAV8Bc5RSRdfxnNuA25VSrxu1mD/QFMIZpRSHvjvEhqc2oAyKgW8NpNfjvUye8DcWuiId+7/Yz75P96Er1OHd35t+L/Sj0/BOZvuh3ZBKz5SyZOIScvbl0OuJXgx+d3CjakwqboxBb2DLC1uI/SAWn2gfJiyZII0vr6Esu4ydb+3k0HeHsLKxosejPejzdB/pQ3GD8hLz2PXOLo4tPYaNvQ1RD0XR9699cW4vzYMbs197Mh34/AAlp0tw9nIm8oFIut7blZa+LU1d3g07e/Ase97fw7Elx7C2s6bXE73o93w/GRFmZFmxWcR+EMvxlccBCBgRQLc/dSNgpGVNLauprCF5UTL7/7mfc4fP4eLtQr8X+tF1VleLHrl8MyScEZamPsKZoUqpjUbdqZE19nCmIr+C1Q+u5sTKE/gN8uOOb+/A1U96pNSH6opqDn13iNj/i6Usq4x2Pdox4LUBdBrRdEOatPVpLJ+6HEOtgTvn3Enw+GBTlyTMRPLCZFbdvwoHdwcm/zz5f1a+EnXv37vf3c2BLw+gDIpuD3Wj/0v95Ur5LcpPyWfPe3tIWpCElbUVkfdH0v/F/rLCUyNTmlXK7vd2c3juYWoqa/CJ9qHn4z0JGts4Vl0sSiti+2vbSV6YTPOWzen/Yn96Pt6zyX3hNiZlUKSuSWXP+3vI2pOFfSt7uj3cjW4PdaOlj+UFeZdTSnFqwyl2vL6D7LhsnL2ciXkthq4zuzaZRUAknBGWpj7CmRlAolIq6SrbhAFRSql5Rj34dWrM4czJX06yctZKLhZfZPB7g+n9RO8muTR2Q9NX6zk8/zC73tpFyekS2nVvR8xrMU2qSaxSir0f7mXTc5vw6OLBhKUTcAtwM3VZwsycPXiWH8f+SGV+JeMXjid4nIR3UHelM/bDWGLfj6WmsoaIGRHEvBpjkVf5zVlxejG7/7GbxDmJaFYa3R/pTv8X+stILgtXllPG7nd3c/CbgyilCJ8WTq+/9Gq007jzEvPY8sIW0tan0SqgFSM/H4n/UH9Tl2VRlEFxbNkxdry2g/xj+bj4uNDnmT5E3hdp1tPdboZSiowtGWx7ZRvZe7PxCPdg6IdD6Xh7R1OXVu8knBGWpr6mNb2mlHrjKts0aI+Z32uM4Yy+Rs/m5zcT93EcbcLaMH7h+Ca/pK8p6Gv0HJ7X9EIafY2etY+u5dC3hwidGMqdc+6U5ZPFH6o4X8GiMYvI2Z/DsI+H0fuJ3qYuyWSUQZG8MJktL2yhLLuM4PHBDHxrIO7BDdIfv8kqOV3Cjjd2cPj7wzSzb0avv/Si77N9jbZcsmgY5Xnl7H5vN/FfxaP0iq73dSX6pWhcvF1MXVqDOLXxFOseW0fRySJCJoQw7KNhMhrsGpSqGymz7eVtnDt8DvcQd/r/vT+hE0Ibxeiqq1FKkbIshU3PbaIko4SAUQGM+GxEo16BVMIZYWlMFc68AryilDLJOMzGFs6U5ZSxdNJSsvZk0eOxHgz9YCjNmssQV1NqSiGNrljHkruXkLE1g/5/78/A1wfKaC1xTTWVNSyftpzjK47T68leDP2/oU1mmPWvzuw5w4anNpB7IBfPbp4M+2gYPtE+pi6rSSk4UcCO13Zw5Mcj2LnY0eeZPvR+sjd2Tuaxco+4sor8Cva8v4cDXxxAX60n4t4Iov8e3SSncNdW1RL7QSy73t6FVTMrhn40lKgHohrduYYxZGzLYMsLW8jZl4OrvysDXh9A2OSwJvfZU1tV5oGVYgAAIABJREFUy77P9rHzzZ0Yag0MeG0AvZ/qjbVN42saLOGMsDSmCmd+AIY11NLZv9eYwpmMbRksm7yM6opqxnw7hrDJYaYuSVzmiiHNqzEEjGocIU1Zdhnzh86nKK2IMd+OIWJGhKlLEhbEoDew8ZmN7Pt0H8Hjgxn3w7gm0Ti6OKOYzc9v5tiSYzi1c2Lwu4MJnxYuoaYJnUs6x7ZXtnFi5Qns3ezp90I/ejzao0m8Hi1JZWElez/cy77P9lGrq6XL1C5EvxwtU2ipe19Z/cBqMrZm0Gl4J+749g5pfH1J4clCNj27iRMrT+DcwZmYV2KIuDeiUYYRN6Isu4x1j63jxMoTeER4MObbMY1uVU0JZ4SlMUo4o2na7MvuzgQSL91+zxrwBvoDa5VSd97ywW9CYwhnlFLE/l8sW/62BbdANyYunyjD4M3Y70Maz26exLwaQ+DoQIsNaQpPFjJ/yHx0RTomr5yM30A/U5ckLFTcJ3FseHoDHfp24J419zTaFUhqL9ay+73d7H5vN5qVxm3P3UbfZ/s2uv4Glixnfw5b/76V9E3pOLVzIvqVaCLvi7SYL3EV+RXkJeZRmFpI0ckiSk6XoCvUUVlYSVVZFShAAytrK5q7NsfBzYEWbVrg6u+KW6AbboFueIR7mN201IslF9n70V7iPomjuryasMlhxLwSQ+ug1qYuzawog+LAvw6w+bnNWNlYMfKLkYRPDTd1WSZzseQiO97cwf5/7qeZXTP6v9Sf3k/2ltHlv5OyIoVfHvuF8nPlxLwSQ/8X+zeaKV4SzghLY6xwxnDZ3Usf/X9IAfuAaUqp9Fs++E2w9HCmtqqWtQ+vJXFuIiETQhjz3RgZgm0h9DV6kuYnsevtXRSnF+MZdSmkucOyQpq8w3n8MOwHDLUGpm2YRrtujetKi2h4R5ccZfnU5bQJbcO0DdMaXYPWk7+c5JfHf6H4VDFhk8MY8sEQ6Q1hxk5vP83Wl7aSFZuFa0dXBrxhntMfys+Vc3LdSU5vPU12XDZFaUW/PWbTwgZXP1cc3B1wcHPA1tn2t88ZQ40BXbEOXaGO8nPllJwuQenrzgc1a422EW1p37s9fgP96DikI81dTBOYVpVVEfdpHHs/3EtVaRUhd4cQ81oMbULbmKQeS1GUVsTPM38ma08WXe/rysh/jjS7wK0+KYMi4ZsEtr60FV2Rjsj7Ihn01iAc2zqaujSzdbHkIuseW0fygmS8ensx7odxtPJvZeqybpmEM8LSGCuc+XWSvAakA58An15hUz1QrJSquOWD3gJLDmcqCypZPH4xZ3adIebVGGJejbGoL/Wijr5GT9IPl0KaU8W0jWxLzKsxdB7T2ez/f2bFZrFg5ALsnOyYtnGajNgSRpO2Po3F4xfj0sGF6ZumN4qmnqVZpWx4agMpy1Jw6+zGyC9G0nFw418hozFQSnFy3Um2vrSVc4fP0SasDQPfGmjy9+nSrFKSFySTsjyF3AO5ALTwaEGHvh3w6u1Fux7taB3UGse2jtddp75GT0lGCfkp+eTszyEnLoec/TlUl1dj1cwK737eBI4JJGxSGE7t6n9Z9+ryavb9cx97/28vuiIdQWODiHkthrYRjXP1pfpgqDWw/fXt7Hp7F+4h7kz4aQLuIY3/8zovMY81D68hZ18OPjE+DP9keKNdtas+JC9KZu0ja1F6xcgvRxIx3bKnq0s4IyxNffSceRXYppTaadQdG5GlhjP5x/JZOHohF3IvMHbuWOkv0wgYag0kLUhi55s760KarpdCmjvNM6TJ2pvFD0N/wLGtI9M3T6eljyzzK4zrzO4zLBy1EDsXO2ZsnoFboGX2ktDX6In7JI4dr+9AGRTRf4+mzzN9aGYnw+ktjTIoji45yraXt1F0soj2Pdsz6J1BDRqy6av1HF1ylMQ5iWRszQAF7Xu1J/COQAJHB+IR7mH0zwxDrYHsuGxOrjvJybUnOZd0Ds1Kw2+QH12mdSF0QqjRR2PUVNaw/4v9xL4fS2VBJQGjAhjw+gAZnXkLTm08xfJpy6mpqGH016MJn9Y4pzlVXahi+6vb2ffpPhxaOzD0o6F0uaeLWZ5LmbvSrFJWTF9B5o5Muv2pG8M/GW6xU8EknBGWxujhjCWwxHAmc2cmi8YsolnzZkxeORmvXl6mLkkYkaHWQPLCZHa+uZOitCI8IjyIeSWGoLFBZtMkNHtfNvOHzMfRw5F7t98rjQZFvTl76Cw/DPsBgOmbplvc1fLMnZmsfXQt+Ufz6TymM8M/HU5LXwkyLZ2h1kDi94nseH0HZVll+A3yY9Dbg/DqXX+fx5WFlSR8ncD+z/dTfrYc146uhM8IJ2J6RIMvf1twooDkBckkL0imOL2Y5q7Nibw/kh6P9rjlVZJqdDUkfJ3A7vd2U3GuAv9h/gx4fYCc6xjJhdwLLLtnGZk7MunzTB9uf+/2RtNTRCnF8Z+Ps/4v6ynLLqPbn7ox+N3B2Lvam7o0i2aoNbD171vZ8489eHbzZOLSiRb5OSbhjLA0txzOaJrmfemfOUop/WX3r0kpdeaWDn6TLC2cOf7zcZZOXkpL35ZM2zBNRis0YoZaA8mLLoU0J4vwCPcg+pVogscFmzSkyTmQw/zb5+Pg7sDM7TOlV4aodwUnCpg/ZD41FTVM3zQdzyhPU5d0TeXnytn83GYOzzuMi48LIz4bQecxnU1dljCy2ou1xH8dz663d1GZX0nnMZ0Z+NZAPLp4GO0YFfkV7PnHHg58eYBaXS3+Q/3p/VRv/If6mzywV0qRuTOTA18cIGV5CsqgCLoziH4v9qN9j/Y3tK/aqloOfnOQXe/sovxsOX6D/Rjw+gC8b7vuU0lxnfQ1ejY8vYEDnx/Af5g/dy26y+IDjMqCStY8vIaUZSm06dKG0V+PpkOfDqYuq1E5seoEK2asQLPSuHvx3fgP8Td1STdEwhlhaYwRzhioa/IbrJRKvez+tSillEnGyFlSOJPwTQJrH15Lux7tuGfNPTi0djB1SaIBGGoNHPnxCDvf3ElhaiFturSh/0v9CbkrpMGvduUm5DL/9vk0d23OzB0zcelg+X1AhGUoTi/m+4HfU3Whiumbppvt1AaD3kDC1wlseXELNZU13PbcbfR/sX+TasDZFFWXVxP3aRyxH8RSVVZFlyldGPD6AFp1uvkmmrpiHXs/rFuVqFZXS/i0cPo+19dsG+CWZZcR/1U8B748wMXii/gP8yf65ehrhiv6aj2H5hxi11u7KMsuw7u/NwPfHIhvjG/DFN6EJXyTwLo/r6Olb0umrJpisStenVx3klX3r6KysJIBrw+g71/7Wsyqapam6FQRi8ctJv9YPiP+OYIej/QwdUnXTcIZYWmMEc7MpS6M+ZtS6txl969JKTXrlg5+kywhnFFKsevtXWx7eRudRnRiwpIJstxqE2TQGzi6+Cg739xJwfECWvq1pM/Tfeg6q2uDvB4Kjhcwu99sbB1tmbljpozaEg2u5HQJcwfMpaq0imkbp93wlfn6lnMgh7WPrOVswln8Bvsx8ouRtO5smV92xM3RFenY88Ee9n26D0ONgcj7I4l+OfqGpn4qg+LgtwfZ8sIWdEU6QieFMuC1ARbzxbnqQhUHvjzA3g/3Uplfie8AX/r/vT9+g/z+q+fHr6HM7nd2U3qmFK8+Xgx8c+D/bCfq15ndZ1g8fjGGGgOTfp5kUaFYdXk1G/+6kYSvE2gT1oZx88dJw98GUHWhimVTlnFy7Ul6Pt6TYR8Ns4ipcRLOCEsjPWfMkFKKjX/dSNxHcYRPC2fM7DFyNaCJUwbFiVUn2PP+HrL3ZmPfyp4ej/Wg52M9aeFeP0sOl2aVMvu22eir9dy3+75buhosxK0oySzh+4HfoyvSMX3jdNr3NH1AoyvWsfWlrcR/FY9jW0eGfTSM0Emh8gWzCbtw9gK73tlFwtcJaFYaPf7cg35/63fN9+icAzms+/M6cg/k1q0u8+lwi+uz9KuayhoS/p3Anvf3UH62HK8+XkT/PRqfaB8OzzvM7vd2U5ZVhldvL2JejcF/mL/8zZhIyekSFoxYQHF6MWPnjSVskvkvMpEdl82K6SsoOlVEn2f6MOjNQRbbqNYSGfQGNj23ibiP4ug0vBN3L74bO2c7U5d1VRLOCEtj9uGMpmmzgdHAeaXU/3xyaHWf6p8CI4FKYKZS6uDV9mnO4YxSil/+8gsHPj9Az8d7MvyT4SafXy7My5k9Z4j9IJYTK0/QrHkzImZG0OsvvYy6pHVlYSVz+s/hQs4FZu6YKVelhMmVninl+4HfU1lQybQN0+q1CevVKKU4PO8wm57dhK5QR8+/9GTg6wPN/gRVNJyS0yXseH0Hh+cdppl9MyLvj6TPU33+p5lmZWElW17cwsFvDuLo4cjQD4cSNiWsUYQVtRdrOTTnEHve20PpmdLffu7Vx4sBrw2g45COjeL3tHS6Ih0/3vkjZ3afYeiHQ+nzdB9Tl3RF+mo9O97Ywe53d+Ps5czYeWMtarRPY5PwTQLrHl1Hmy5tmPrLVBw9HE1d0h+ScEZYGksIZ6KBcmDeH4QzI4HHqQtnegGfKqV6XW2f5hrOKINi7aNrSfg6gT7P9GHIB0Pk5EX8oYLjBcR+GEvSvCT01Xp8B/rS48896Dym8y2NtKour2be4HnkHc5j2oZpcgIkzEZpVl1AU3G+gumbpjf4Si7nks+x7tF1nNl9Bq8+Xoz6cpQEl+IP5afks+e9PSQvTEYpReiEUPo+2xePCA8OfXeILS9s4WLpRXr9pRcDXhvQKAM+fY2e5AXJ5KfkE3RnEF59vOS8xszUXqxlxfQVHFt6jF5P9GLYR8PM6qJg/rF8VkxfwdmDZ4m4N4Lhnw6nuUtzU5fV5KWtT+Onu37CqZ0T0zZOu+UV2+qLhDPC0hij58zsm3yqUkrdf53H8AXW/EE48zWwXSm16NL9E8AApdTZP9qfOYYzBr2B1Q+uJnFOIv1e6MegtwfJCYy4LhXnKzg0+xDxX8VTmlmKUzsnoh6KotuD3XBq53RD+9JX61l0xyLSN6czcdlEgsYG1VPVQtycsuwy5g6Yi65Qx4ytM/CMrP9VnKouVLH9te3s+3QfzVs2Z8j7Q+g6s6tZfYER5qssu4y4T+NI+DqB6gvV2LSwoaaiBu/+3oz8YqRRV3kS4mYog2LDMxvY98k+ImZEMOa7MSbvJ6IMin3/3Mfm5zdj52TH6H+PJnhcsElrEv8tOy6bhaMWYm1rzbQN0/AIN7/3MglnhKUx1mpNN0Mppa7r8v41wpk1wHtKqd2X7m8BnldKxf9uu4eAhwC8vb27ZWZm3mTZxmfQG1g5ayVJ85OIfiWaAa8NkGBG3DCD3sDJdSeJ/zKetPVpaFYaHYd0JGJGBEFjg665cowyKFbMWEHygmTGfDeGyPsiG6hyIW5MSWYJc6PnUl1RzcztM2kTVj8r2SilOLb0GBue3MCFsxeIejCKwe8MxsFNVs0TN+5i6UWSFyRz9tBZOg3vRPD4YPmsF2bj8oUogu8K5q6Fd2Fta5p+h6VZpayctZKMLRkEjApgzLdjcGxrvlNnmrL8Y/nMHzqf6vJq7ll7zzVXamtoEs4IS2OMcMbnZp+rlLquhMQY4czlzGnkjDIoVj24isTZiQx8cyDRf482dUmiESg6VUTi3ESS5idRmlmKraMtIXeHEDYlDN8Bvlc84dr0/CZi349l0NuD6P9ifxNULcT1K0orYk70HJRBMWvnLNwC3Yy6/8LUQtY9to70Tem0jWzLqH+NavBpVEII0dDiPoljw1Mb6DS8ExOXTbzmhR1jUkqRvDCZdX9eh6HWwLCPhxH1QJSEmGau9Ewp84fMpyynjKnrpuITfdNfDY1Owhlhacy+5ww03mlNSinWP7Ge/f/cT/TL0Qx8Y6CpSxKNjDIoMndlcnjeYY4tOUb1hWrsnO0IGBVA5zs702l4J5q7NGffZ/tY/8R6uj/SnZFfjJQTIWER8lPymRszF2tba2btnIVrx1uf815dUc3ud3cT+0EszeybMeitQXR/pDtW1ua/ZKgQQhjDwe8OsvrB1fj092HK6ikN0g9JV6Rj7SNrOfrTUTr07cDYeWNp5S+rRFqKC2cvMG/wPEozS5myZgp+A/1MXRIg4YywPI0hnBkFPMZ/GgJ/ppTqebX9mUs4s+XFLex+dze9n+rN0A+HyhdiUa9qdDVkbMng+M/HObHqBJX5laCBq58rxenFdL6zMxOXTZQvocKinEs6x/cDv8fO2Y6ZO2fi0sHlpvajDIqkBUls+dsWLuReIHxaOEM+GCJD6YUQTdKRH4+wYvoKPLt5Mm3DtHptwpu2Po2V962kMr+SAW8M4LbnbpNzEQtUfq6ceYPnUZxezJTVU+g4uKOpS5JwRlgcY0xr+nVyYY5SSn/Z/WtSSp25jv0vAgYArYFzwKuAzaXnf3VpKe3PgeHULaU962pTmsA8wpld7+xi60tb6fanboz61ygJZkSDMugNZO/NJmNbBmfjz+IW5MbANwbSzK6ZqUsT4oblJuQyb9A8WrRpwcydM3HyvLFG2Nlx2ax/Yj05+3No16Mdwz8dToc+HeqpWiGEsAzHfz7OkglLaNejHdPWTzP6CJrqimo2PbeJ+C/jcQ9xZ9wP4xqkybuoPxXnK5h3+zyKThYxeeVk/If6m7QeCWeEpTFWQ2AFBCulUi+7fy1KKWWSb4KmDmfiPo1jw5MbCJ8Wztjvx8qKH0IIcYuyYrOYP3Q+LX1acu/2e2nh3uKazynLLmPz85tJXpiMo6cjt793O+HTwuU9WQghLklZkcLSiUtp37M9U9dPxc7JOAFN9r5sVkxfQdHJIno/3ZvBbw+mWXO5QNQYVBZUMu/2eRSeKGTq+qn4xviarBYJZ4SlMUY4M5e6MOZvSqlzl92/JqXUrFs6+E0yZTiTvDCZ5VOXEzw+mLsX323ypQqFEKKxOL39NAtGLMAt0I0ZW2bg0PrKqyrpinXs+cce9n26D6UUff/al35/64eto20DVyyEEObv2LJjLJ20lA59OjD1l6m39F6pr9Gz862d7Hp7F07tnBj7/Viz6U8ijKciv4K5MXMpyy5jxpYZtO/R3iR1SDgjLI1F9JwxNlOFM+mb01kwcgEd+nZg2vppcoVACCGM7NSmUyy6YxGtg1rXBTSXLXtdU1nDvs/2secfe7hYepHwqeEMfHMgLX1bmrBiIYQwf0d/Osqye5bhfZs396y7B9sWNx7QFBwvYMX0FeTG5xI+PZwRn42gecv662UjTKssp4w5/edQVVrFzB0zaRPWpsFrkHBGWBoJZxrI2UNnmRs9l5Z+LZm1c5Z8GAkhRD05tfEUi8Yswj3Ynembp2PjYMOh7w6x651dlJ8tJ3B0IIPeHoRHuIepSxVCCItx5McjLJ+6HJ9oH+5Ze891L7OtDIoDXx5g07ObsHGwYfTXowm5O6SeqxXmoDi9mDn956AMilm7ZtGqU8OuwCXhjLA0Rg9nNE3TA68ppd68yjYvAa83lZ4zxenFfNf3O5rZNeO+2Ptwbu/cYMcWQoimKG1DGj/e+SNOnk7UVNZQcb4C737eDH53MN79rrtvvRBCiMskL0xmxfQV+A70ZcrqKdjYXz2gKcspY+WslaRvSqfTiE6M+W7MDTdtF5Yt/1g+c2PmYuNgw3177sPZq+G+B0k4IyxNfTQ80S7drme7Rq8iv4Ifhv+AvlrP1PVTJZgRQogG0GlYJ6asmkIz+2Z49fZi5o6ZzNw5U4IZIYS4BV3u6cKdc+4kY2sGi8cupvZi7RW3U0qRvCiZf4X9i6w9WYz6ahT3rL1HgpkmyD3EnWkbpqEr1rFg5AIull40dUlCmC1TNT1xBRr9X2aNroZFdyyiLKuuGZZ7sLupSxJCiCbDf6g/fz72Z1OXIYQQjUrEjAgMegOr7lvF4vGLmbRiEs3s/vOVorKgkrWPruXYkmN49fZi7LyxuAW4mbBiYWqeUZ5MXDaRhSMXsnjcYqb+MvW/XjNCiDpG+avQNC36dz/yvcLPAKwBb2AqcMIYxzZXyqBYOXMlOftzmLR8Eh36djB1SUIIIYQQQtyyyFmRKL1i9YOrWXL3EiYum4i1rTWpa1JZ9cAqdEU6Br0ziNuevU1WJhUA+A/xZ8zsMfw842dWzlrJ+B/Go1k1iYkUQlw3Y0WW2/nP8tkKuPfS7Uo0wAA8Y6Rjm6Xtr23n6E9HGfLBEILGBpm6HCGEEEIIIYwm6oEoDHoDax9ey4IRC3D0dCR5QTIe4R5M2zCNthFtTV2iMDMR0yO4kHOBLS9swbmDM0P+McTUJQlhVowVzrxBXSijAa9QF9bsuMJ2eqAQ2KaUOm6kY5udpAVJ7HxzJ5H3R9LnmT6mLkcIIYQQQgij6/6n7hhqDfzy2C9YNbOi34v9iHklRqasiD902/O3UZpVSuz7sTh7OdPr8V6mLkkIs2GUd06l1Gu//lvTtJnAz0qpz4yxb0tzZs8ZVt23Ct+Bvoz6chSaJsP1hBBCCCFE49Tzzz3p0LcDzVs2x9XP1dTlCDOnaRojPhtBeW45G57cQCv/VgSMDDB1WUKYBaNPAlVK+TbVYKY4o5jF4xbj4uPCxKV1c2+FEEIIIYRozDwjPSWYEdfNytqKcT+MwyPCg6WTl3L+6HlTlySEWTBKOKNpWvo1bmmapsVrmvadpmn9jXFMc1NVVsWiOxZhqDVwz5p7sG9lb+qShBBCCCGEEMLs2LawZcqqKdi2sGXRHYuoLKg0dUlCmJyxRs74XuPWEYgCZgHbNU1720jHNQvKoFgxYwUFxwuYuGwiboGyXKAQQgghhBBC/BFnL2cmr5xM+dlyFo9fjL5ab+qShDApY4Uzfte4+QO9gKeAs8DfNE0bZqRjm9zOt3ZyYuUJhn00DL+BfqYuRwghhBBCCCHMXvue7Rkzewxndp1hzcNrUEpd+0lCNFLGagiceR2bZQAHNE1bBhwFHgE2GOP4ppS6JpXtr24nYkYEPR/vaepyhBBCCCGEEMJidJnShYKUAna+uRP3UHf6PtPX1CUJYRJGbwh8LUqpbGAlYPFJRsGJApZPXY5nN09GfSUrMwkhhBBCCCHEjRrw2gCC7wpm83ObSd+cbupyhDCJBg9nLskELLoxS1VZFYvHLsbazppJKyZhY29j6pKEEEIIIYQQwuJoVhpj546ldVBrlk5eSklmialLEqLBmSqccQZ0Jjr2Lfu1AXDhyUIm/DQBlw4upi5JCCGEEEIIISyWraMtk1ZMwlBj4KfxP1GjqzF1SUI0KFOFM0OAEyY69i3b+fZ/GgD7DvA1dTlCCCGEEEIIYfHcAt0YN38cZw+eZd2j66RBsGhSGjSc0TTNVdO0b4HOwIqGPLaxnNp0iu2vbid8erg0ABZCCCGEEEIII+o8pjPRL0eTODeRhK8TTF2OEA3GKKs1aZq29RqbWFHXYyYQsKFutabPjHHshlSWU8byqctxD3Fn1L+kAbAQQgghhBBCGFvMqzHkxufyy19+wSPCgw59Opi6JCHqnbFGzgy4xi0aCAUMwPdAjFKq8np2rGnacE3TTmialqZp2t+u8PhMTdPyNU1LvHR74NZ+lSvT1+hZNnkZtbpaJi6diG0L2/o4jBBCCCGEEEI0aVbWVoxfMB6XDi4suXsJFecrTF2SEPXOKCNngIHXeNwAlAInlFJV17tTTdOsgS+o61GTDRzQNG2VUurY7zZdrJR67EYKvlFbX9rKmd1nGL9wPK2DWtfnoYQQQgghhBCiSbN3tWfi8ol82+tbVkxfwdRfpqJZycwF0XgZJZxRSu0wxn6uoCeQppRKB9A07UfgTuD34Uy9OrHqBLEfxNL9ke50mdKlIQ8thBBCCCGEEE1S24i2jPhsBGv+tIbd7+2m/4v9TV2SEPXGVKs1Xa/2QNZl97Mv/ez37tI0LUnTtKWapl1xQqKmaQ9pmhavaVp8fn7+dRdQnFHMz/f+jGc3T4Z9POyGihdCCCGEEEIIcfOiHowibEoY217eRubOTFOXI0S9Mfdw5nqsBnyVUuHAJup62vwPpdS/lVLdlVLd3d3dr2vHtVW1LJmwBKUUE5ZMoJmdsWaBCSGEEEIIIYS4Fk3TGP31aFp1asWyKcuk/4xotMw9nMkBLh8J43XpZ79RShVe1sfmW6CbsQ6+8ZmNnE04y9jvx+Lq52qs3QohhBBCCCGEuE52TnZMWDIBXZGOFdNXoAzK1CUJYXTmHs4cAAI0TfPTNM0WmAysunwDTdM8L7s7BkgxxoFTVqRw4IsD9H66N0F3Bhljl0IIIYQQQgghboJHuAfDPxvOqY2n2PXuLlOXI4TRmfU8HaVUraZpjwEbAGtgtlLqqKZpbwDxSqlVwF80TRsD1AJFwMxbPW5ZdhmrH1iNZzdPbn/39lvdnRBCCCGEEEKIWxT1QBSZ2zPZ/sp2vPt54xvja+qShDAaTammNySse/fuKj4+/oqPGfQG5g2eR258Ln869CfcAtwauDohhBBCCCGEEFdSXV7Nv7v9m+qKah5JegT7VvZX3E7TtASlVPcGLk+Im2bu05oa3O73dpO5I5ORn4+UYEYIIYQQQgghzIitoy13LbqLivMVrH5wNU1xsIFonCScuUzW3iy2v7qdsMlhRNwbYepyhBBCCCGEEEL8jmeUJ4PfGUzK8hQOfnvQ1OUIYRQSzlxysfQiy+9ZjksHF0Z9NQpN00xdkhBCCCGEEEKIK+jzdB863t6RDU9uoOB4ganLEeKWSTgDKKVY9+g6SrNKGb9wPM1dmpu6JCGEEEIIIYQQf0Cz0hg7byw2DjYsu2cZtVW1pi5JiFsi4QyQND+J5IXJDHhtAB36dDB1OUIIIYQQQgghrsHJ04kx340h71AeW1/aaupyhLglTT6cKUorYt2f1+ET7UO/F/qZuhwhhBBCCCGEENep85jOdH+0O3s/3MupTadMXY4QN61JhzP6aj3LpizDysZrmM7VAAAJG0lEQVSKcT+Mw8q6Sf/nEEIIIYQQQgiLM/T/huIe4s7PM36mIr/C1OUIcVOadBqx9eWt5MbnMubbMbh0cDF1OUIIIYQQQgghbpCNvQ13LboLXbGOlbNWyvLawiI12XAmfXM6se/HEvVQFMHjg01djhBCCCGEEEKIm+QR7sGQD4Zwcu1J4j6OM3U5QtywZqYuwBQMtQZWzFhB6+DWDP94uKnLEUIIIYQQQghxi3o+1pPT206z+fnNpi5FiBvWJEfOFKcXoyvScdeiu7BxsDF1OUIIIYQQQgghbpGmaYz5bgzOXs6mLkWIG9Ykw5mqC1WM/GIkbSPamroUIYQQQgghhBBGYu9qz9T1U01dhhA3rEmGM21C2hB1f5SpyxBCCCGEEEIIYWStO7c2dQlC3LAmGc40s2+SrXaEEEIIIYQQQghhhppkOCOEEEIIIYQQQghhLiScEUIIIYQQQgghhDAhCWeEEEIIIYQQQgghTEjCGSGEEEIIIYQQQggTknBGCCGEEEIIIYQQwoQknBFCCCGEEEIIIYQwIQlnhBBCCCGEEEIIIUzI7MMZTdOGa5p2QtO0NE3T/naFx+00TVt86fF9mqb5NnyVQgghhBBCCCGEEDfHrMMZTdOsgS+AEUAIMEXTtJDfbXY/UKyU6gR8DPyjYasUQgghhBBCCCGEuHlmHc4APYE0pVS6Uqoa+BG483fb3Al8f+nfS4HBmqZpDVijEEIIIYQQQgghxE1rZuoCrqE9kHXZ/Wyg1x9to5Sq1TStFHADCi7fSNO0h4CHLt2t0jTtSL1ULJqq1vzuNSfELZLXlDA2eU0JY5PXlDAmeT0JY+ts6gKEuBHmHs4YjVLq38C/ATRNi1dKdTdxSaIRkdeUMDZ5TQljk9eUMDZ5TQljkteTMDZN0+JNXYMQN8LcpzXlAB0uu+916WdX3EbTtGaAC1DYINUJIYQQQgghhBBC3CJzD2cOAAGapvlpmmYLTAZW/W6bVcC9/9/e/YbqWddxHH9/2inNRZoEy7aFPhjFsD+TEv9EBJNYJZ6C/lAk9udBQTaLILQIoR4UJWFQRKIr0bGKtWxE6ZZGgeFQNymPsxqzdDabEP0hiTX69uC6BveW7eR2u9+5rvN+weFc1+86Dz4PrnPuc3/u3+939cfvAO6qqjqJGSVJkiRJko7bgl7W1O8hcyVwB7AE2FBVc0k+B9xXVVuBm4BbkuwB/kxX4MznhmcttBYr7ylNm/eUps17StPmPaVp8n7StHlPaVDiJBNJkiRJkqR2FvqyJkmSJEmSpFGznJEkSZIkSWpo0ZYzSb6c5OEkv0rygyRntM6kYUqyLslvkuxJcnXrPBq2JCuT/CzJQ0nmklzVOpOGL8mSJLuS/Kh1Fg1fkjOSbO7/j9qd5MLWmTRsST7Rv+Y9mGRTklNbZ9KwJNmQ5ECSByfGzkyyPcnv+u8vaplRms+iLWeA7cC5VfUq4LfANY3zaICSLAG+DrwZWA28J8nqtqk0cIeAT1bVauAC4KPeU5qCq4DdrUNoNL4K3F5VrwBejfeWTkCS5cB64LVVdS7dQ0D+nwd8SJO+Daw7auxq4M6qWgXc2Z9LC9aiLWeqaltVHepP7wFWtMyjwTof2FNVe6vqIPAdYLZxJg1YVe2vqp398d/p3vQsb5tKQ5ZkBfBW4MbWWTR8SU4H3kD3tEyq6mBV/aVtKo3ADPD8JDPAacAfG+fRwFTVL+ie3DtpFri5P74ZeNtJDSU9Q4u2nDnKB4GftA6hQVoOPDZxvg/fSGtKkpwNrAF2tE2igbse+BTw79ZBNArnAE8C3+qXyt2YZGnrUBquqnocuA54FNgP/LWqtrVNpZFYVlX7++MngGUtw0jzGXU5k+Sn/drVo79mJ37mM3TLCDa2SypJR0ryAuD7wMer6m+t82iYklwKHKiq+1tn0WjMAOcB36iqNcA/cKmATkC/D8gsXfH3UmBpkve1TaWxqaoCqnUO6VhmWgd4NlXVJce6nuT9wKXA2v4XVnqmHgdWTpyv6Mek45bkuXTFzMaq2tI6jwbtYuCyJG8BTgVemOTWqvKNj47XPmBfVR2e0bcZyxmdmEuAR6rqSYAkW4CLgFubptIY/CnJWVW1P8lZwIHWgaRjGfXMmWNJso5umvdlVfVU6zwarHuBVUnOSfI8ug3stjbOpAFLErq9HHZX1Vda59GwVdU1VbWiqs6m+/t0l8WMTkRVPQE8luTl/dBa4KGGkTR8jwIXJDmtfw1ci5tMazq2Alf0x1cAP2yYRZrXqGfOzONrwCnA9u51gHuq6iNtI2loqupQkiuBO+ieLrChquYax9KwXQxcDvw6yQP92Ker6scNM0nSpI8BG/sPJfYCH2icRwNWVTuSbAZ20m01sAu4oW0qDU2STcAbgRcn2QdcC3wR+F6SDwF/AN7VLqE0v7iaR5IkSZIkqZ1Fu6xJkiRJkiRpIbCckSRJkiRJashyRpIkSZIkqSHLGUmSJEmSpIYsZyRJkiRJkhqynJEkSZIkSWrIckaSJEmSJKkhyxlJkiRJkqSGLGckSZIkSZIaspyRJGlkktyWpJKsf5prn++v3dQimyRJkv5bqqp1BkmSNEVJzgR2AcuAC6tqVz++FtgGPAy8rqqeapdSkiRJh1nOSJI0QkkuAn4OPAKcBywFHgBOpytm5hrGkyRJ0gSXNUmSNEJV9Uvgs8Aq4JvALcBLgPUWM5IkSQuLM2ckSRqpJAFuB97UD22qqvc2jCRJkqSn4cwZSZJGqrpPYLZMDF3fKoskSZL+N2fOSJI0UklWATuBf9HtNTMHnF9V/2waTJIkSUdw5owkSSOU5BTgu3QbAb8b+ALwSpw9I0mStOBYzkiSNE7XAWuAL1XVduBa4G7gw0ne2TSZJEmSjuCyJkmSRibJ2+n2mtkBvL6qDvXjK+kepz0DrKmqve1SSpIk6TDLGUmSRiTJy+gKmOcAr6mq3x91fRa4DbiXrrg5eNJDSpIk6QiWM5IkSZIkSQ2554wkSZIkSVJDljOSJEmSJEkNWc5IkiRJkiQ1ZDkjSZIkSZLUkOWMJEmSJElSQ5YzkiRJkiRJDVnOSJIkSZIkNWQ5I0mSJEmS1JDljCRJkiRJUkP/AQ2BJA7ONY1NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### After seven steps of GP (and two random points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[95m 9       \u001b[0m | \u001b[95m 1.367   \u001b[0m | \u001b[95m 2.203   \u001b[0m |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "optimizer.maximize(init_points=0, n_iter=1, kappa=5)\n",
    "plot_gp(optimizer, x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stopping\n",
    "\n",
    "After just a few points the algorithm was able to get pretty close to the true maximum. It is important to notice that the trade off between exploration (exploring the parameter space) and exploitation (probing points near the current known maximum) is fundamental to a succesful bayesian optimization procedure. The utility function being used here (Upper Confidence Bound - UCB) has a free parameter $\\kappa$ that allows the user to make the algorithm more or less conservative. Additionally, a the larger the initial set of random points explored, the less likely the algorithm is to get stuck in local minima due to being too conservative."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
